7A: Calibrating Hedonic Pricing Model for Private Highrise Property with GWR Method

In this exercise, we will learn to build hedonic pricing models for private high-rise property using Geographically Weighted Regression (GWR) methods to account for non-stationary variables.

Author

Teng Kok Wai (Walter)

Published

September 27, 2024

Modified

October 14, 2024

1 Exercise 7A Reference

R for Geospatial Data Science and Analytics - 13  Calibrating Hedonic Pricing Model for Private Highrise Property with GWR Method

2 Overview

In this exercise, we will learn to build hedonic pricing models for private high-rise property using Geographically Weighted Regression (GWR) methods to account for non-stationary variables.

Geographically weighted regression (GWR) is a spatial statistical technique that takes non-stationary variables into consideration (e.g., climate; demographic factors; physical environment characteristics) and models the local relationships between these independent variables and an outcome of interest (also known as dependent variable).

In this exercise, The dependent variable is the resale prices of condominium in 2015. The independent variables are divided into either structural and locational.

We will be using the GWmodel package. It provides a collection of localised spatial statistical methods, namely: GW summary statistics, GW principal components analysis, GW discriminant analysis and various forms of GW regression; some of which are provided in basic and robust (outlier resistant) forms. Commonly, outputs or parameters of the GWmodel are mapped to provide a useful exploratory tool, which can often precede (and direct) a more traditional or sophisticated statistical analysis.

3 Learning Outcome

  • Understand the basics of geographically weighted regression (GWR).
  • Build and evaluate hedonic pricing models using GWR.
  • Convert geospatial and aspatial data into appropriate formats for analysis.
  • Perform exploratory data analysis (EDA) using statistical graphics.
  • Visualize the model outputs and spatial patterns using various R packages.
  • Assess spatial autocorrelation and other statistical properties of model residuals.
  • Compare and interpret fixed and adaptive bandwidth GWR models.

4 The Data

The following 2 datasets will be used in this study:

Data Set Description Format
MP14_SUBZONE_WEB_PL URA Master Plan 2014’s planning subzone boundaries represented as polygon features. ESRI Shapefile
condo_resale_2015.csv Data on condominium resale prices in 2015, including structural and locational attributes. CSV

5 Installing and Launching the R Packages

The following R packages will be used in this exercise:

Package Purpose Use Case in Exercise
sf Manages, processes, and manipulates vector-based geospatial data. Handling and converting geospatial data such as the URA Master Plan boundaries.
GWmodel Calibrates geographically weighted models for local spatial analysis. Building hedonic pricing models using fixed and adaptive bandwidth GWR methods.
olsrr Performs diagnostics and builds better multiple linear regression models. Testing for multicollinearity, normality, and linearity of the regression model.
corrplot Provides visual tools to explore data correlation matrices. Visualizing relationships between independent variables in the dataset.
tmap Creates static and interactive thematic maps using cartographic quality elements. Visualizing the geospatial distribution of condominium resale prices and other model outputs.
tidyverse A collection of packages for data science tasks such as data manipulation, visualization, and modeling. Importing CSV files, wrangling data, and performing data transformations and visualizations.
ggpubr Enhances ‘ggplot2’ for easier ‘publication-ready’ plots. Creating small multiple histograms and scatterplots for exploratory data analysis.

To install and load these packages, use the following code:

pacman::p_load(olsrr, corrplot, ggpubr, sf, spdep, GWmodel, tmap, tidyverse, gtsummary)

6 Geospatial Data Wrangling

6.1 Importing Geospatial Data

To import MP_SUBZONE_WEB_PL shapefile:

mpsz = st_read(dsn = "data/geospatial", layer = "MP14_SUBZONE_WEB_PL")
Reading layer `MP14_SUBZONE_WEB_PL' from data source 
  `/Users/walter/code/isss626/isss626-gaa/Hands-on_Ex/Hands-on_Ex07/data/geospatial' 
  using driver `ESRI Shapefile'
Simple feature collection with 323 features and 15 fields
Geometry type: MULTIPOLYGON
Dimension:     XY
Bounding box:  xmin: 2667.538 ymin: 15748.72 xmax: 56396.44 ymax: 50256.33
Projected CRS: SVY21

The output above shows that the R object used to contain the imported MP14_SUBZONE_WEB_PL shapefile is called mpsz and it is a simple feature object. The geometry type is multipolygon. It is also important to note that mpsz simple feature object does not have EPSG information.

6.2 Updating CRS Information

The code below updates the newly imported mpsz with the correct ESPG code (i.e. 3414)

mpsz_svy21 <- st_transform(mpsz, 3414)
st_crs(mpsz_svy21)
Coordinate Reference System:
  User input: EPSG:3414 
  wkt:
PROJCRS["SVY21 / Singapore TM",
    BASEGEOGCRS["SVY21",
        DATUM["SVY21",
            ELLIPSOID["WGS 84",6378137,298.257223563,
                LENGTHUNIT["metre",1]]],
        PRIMEM["Greenwich",0,
            ANGLEUNIT["degree",0.0174532925199433]],
        ID["EPSG",4757]],
    CONVERSION["Singapore Transverse Mercator",
        METHOD["Transverse Mercator",
            ID["EPSG",9807]],
        PARAMETER["Latitude of natural origin",1.36666666666667,
            ANGLEUNIT["degree",0.0174532925199433],
            ID["EPSG",8801]],
        PARAMETER["Longitude of natural origin",103.833333333333,
            ANGLEUNIT["degree",0.0174532925199433],
            ID["EPSG",8802]],
        PARAMETER["Scale factor at natural origin",1,
            SCALEUNIT["unity",1],
            ID["EPSG",8805]],
        PARAMETER["False easting",28001.642,
            LENGTHUNIT["metre",1],
            ID["EPSG",8806]],
        PARAMETER["False northing",38744.572,
            LENGTHUNIT["metre",1],
            ID["EPSG",8807]]],
    CS[Cartesian,2],
        AXIS["northing (N)",north,
            ORDER[1],
            LENGTHUNIT["metre",1]],
        AXIS["easting (E)",east,
            ORDER[2],
            LENGTHUNIT["metre",1]],
    USAGE[
        SCOPE["Cadastre, engineering survey, topographic mapping."],
        AREA["Singapore - onshore and offshore."],
        BBOX[1.13,103.59,1.47,104.07]],
    ID["EPSG",3414]]

Notice that the EPSG: is indicated as 3414 now.

6.3 Revealing the Extent of mpsz_svy21

To reveal the extent of mpsz_svy21:

st_bbox(mpsz_svy21) #view extent
     xmin      ymin      xmax      ymax 
 2667.538 15748.721 56396.440 50256.334 

7 Aspatial Data Wrangling

7.1 Importing Aspatial Data

The condo_resale_2015 is in csv file format. The codes chunk below uses read_csv() function of readr package to import condo_resale_2015 into R as a tibble data frame called condo_resale.

condo_resale = read_csv("data/aspatial/Condo_resale_2015.csv")
glimpse(condo_resale)
Rows: 1,436
Columns: 23
$ LATITUDE             <dbl> 1.287145, 1.328698, 1.313727, 1.308563, 1.321437,…
$ LONGITUDE            <dbl> 103.7802, 103.8123, 103.7971, 103.8247, 103.9505,…
$ POSTCODE             <dbl> 118635, 288420, 267833, 258380, 467169, 466472, 3…
$ SELLING_PRICE        <dbl> 3000000, 3880000, 3325000, 4250000, 1400000, 1320…
$ AREA_SQM             <dbl> 309, 290, 248, 127, 145, 139, 218, 141, 165, 168,…
$ AGE                  <dbl> 30, 32, 33, 7, 28, 22, 24, 24, 27, 31, 17, 22, 6,…
$ PROX_CBD             <dbl> 7.941259, 6.609797, 6.898000, 4.038861, 11.783402…
$ PROX_CHILDCARE       <dbl> 0.16597932, 0.28027246, 0.42922669, 0.39473543, 0…
$ PROX_ELDERLYCARE     <dbl> 2.5198118, 1.9333338, 0.5021395, 1.9910316, 1.121…
$ PROX_URA_GROWTH_AREA <dbl> 6.618741, 7.505109, 6.463887, 4.906512, 6.410632,…
$ PROX_HAWKER_MARKET   <dbl> 1.76542207, 0.54507614, 0.37789301, 1.68259969, 0…
$ PROX_KINDERGARTEN    <dbl> 0.05835552, 0.61592412, 0.14120309, 0.38200076, 0…
$ PROX_MRT             <dbl> 0.5607188, 0.6584461, 0.3053433, 0.6910183, 0.528…
$ PROX_PARK            <dbl> 1.1710446, 0.1992269, 0.2779886, 0.9832843, 0.116…
$ PROX_PRIMARY_SCH     <dbl> 1.6340256, 0.9747834, 1.4715016, 1.4546324, 0.709…
$ PROX_TOP_PRIMARY_SCH <dbl> 3.3273195, 0.9747834, 1.4715016, 2.3006394, 0.709…
$ PROX_SHOPPING_MALL   <dbl> 2.2102717, 2.9374279, 1.2256850, 0.3525671, 1.307…
$ PROX_SUPERMARKET     <dbl> 0.9103958, 0.5900617, 0.4135583, 0.4162219, 0.581…
$ PROX_BUS_STOP        <dbl> 0.10336166, 0.28673408, 0.28504777, 0.29872340, 0…
$ NO_Of_UNITS          <dbl> 18, 20, 27, 30, 30, 31, 32, 32, 32, 32, 34, 34, 3…
$ FAMILY_FRIENDLY      <dbl> 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0…
$ FREEHOLD             <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1…
$ LEASEHOLD_99YR       <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
LATITUDE LONGITUDE POSTCODE SELLING_PRICE AREA_SQM AGE PROX_CBD PROX_CHILDCARE PROX_ELDERLYCARE PROX_URA_GROWTH_AREA PROX_HAWKER_MARKET PROX_KINDERGARTEN PROX_MRT PROX_PARK PROX_PRIMARY_SCH PROX_TOP_PRIMARY_SCH PROX_SHOPPING_MALL PROX_SUPERMARKET PROX_BUS_STOP NO_Of_UNITS FAMILY_FRIENDLY FREEHOLD LEASEHOLD_99YR
1.287145 103.7802 118635 3000000 309 30 7.9412588 0.1659793 2.5198118 6.6187407 1.7654221 0.0583555 0.5607188 1.1710446 1.6340256 3.3273195 2.2102717 0.9103958 0.1033617 18 0 1 0
1.328698 103.8123 288420 3880000 290 32 6.6097971 0.2802725 1.9333338 7.5051087 0.5450761 0.6159241 0.6584461 0.1992269 0.9747834 0.9747834 2.9374279 0.5900617 0.2867341 20 0 1 0
1.313727 103.7971 267833 3325000 248 33 6.8979999 0.4292267 0.5021395 6.4638866 0.3778930 0.1412031 0.3053433 0.2779886 1.4715016 1.4715016 1.2256850 0.4135583 0.2850478 27 0 1 0
1.308563 103.8247 258380 4250000 127 7 4.0388614 0.3947354 1.9910316 4.9065124 1.6825997 0.3820008 0.6910183 0.9832843 1.4546324 2.3006394 0.3525671 0.4162219 0.2987234 30 0 1 0
1.321437 103.9505 467169 1400000 145 28 11.7834021 0.1194666 1.1212570 6.4106317 0.5647840 0.4609739 0.5289100 0.1164202 0.7094603 0.7094603 1.3077767 0.5810551 0.3449276 30 0 1 0
1.314198 103.9386 466472 1320000 139 22 10.2635447 0.1253106 0.7892980 5.0921600 0.7812047 0.0993928 0.3196637 0.4102575 0.8495039 0.8495039 1.2078267 1.1630128 0.0723636 31 1 1 0
1.319357 103.8371 309502 3410000 218 24 4.2431523 0.3261674 1.3303714 5.1829872 0.8367438 0.1576035 0.6370617 0.4173627 0.2259482 2.8089149 0.7525446 0.2527034 0.3159742 32 1 1 0
1.322667 103.9480 468497 1420000 141 24 11.5727792 0.1621672 0.8126411 6.1419978 0.7844803 0.3018756 0.5334337 0.1255406 0.6378889 0.6378889 1.0013344 0.7326623 0.2882007 32 0 1 0
1.277498 103.7937 118450 2025000 165 27 6.4623024 0.1226780 1.8219777 6.7823855 0.3146667 0.8826895 0.3038065 0.2725850 1.6431472 3.3898014 0.9381038 0.9381038 0.1744165 32 1 1 0
1.316472 103.8026 268157 2550000 168 31 6.5220714 0.6093627 1.0400260 6.9670298 0.3335888 0.3695278 0.5406332 0.4791223 0.7878561 0.7878561 1.9082494 1.0544407 0.3581550 32 1 0 0
1.318634 103.9054 416558 927000 112 17 7.1330116 0.2198907 1.7969858 1.3816656 0.2273095 0.3680385 0.2834047 0.6248280 0.6246920 2.0917090 1.2575209 0.3588075 0.1417785 34 0 1 0
1.299148 103.8850 439089 1305000 89 22 4.0923569 0.1119126 0.3949609 2.2816127 0.3732629 0.1386336 0.1714775 0.2696114 0.2534107 0.2534107 1.0115173 0.9800599 0.0378338 34 0 1 0
1.300664 103.8239 249617 8200000 302 6 3.5824670 0.7369021 1.1901918 4.3745536 1.2273202 0.5592659 0.2001982 1.4054766 1.0401793 2.8203816 0.4730372 0.6360675 0.0118307 35 0 1 0
1.321887 103.9467 466671 970000 97 31 11.4035345 0.0794375 0.7119040 5.9880787 0.6693315 0.1440100 0.5959318 0.1992095 0.5041911 0.5041911 0.8903817 0.6213338 0.1190808 36 0 1 0
1.317356 103.8336 259709 2400000 164 21 4.2081595 0.2756745 1.7235429 5.1440218 0.8663477 0.2266050 0.6369332 0.4215396 0.2292861 2.8580633 1.1122671 0.2489496 0.1284966 37 0 1 0
1.307136 103.8262 258371 4850000 216 18 3.8124831 0.2279692 1.8049128 4.6803130 1.5750138 0.3965485 0.5953065 1.1879130 1.5794904 2.5252700 0.1261041 0.1963790 0.1190050 39 0 1 0
1.314694 103.8322 259792 3100000 177 12 4.0296742 0.4609791 1.9934467 4.9585186 0.8492915 0.5592714 0.6525788 0.7226026 0.5505769 2.7654053 0.8563343 0.5062948 0.2342751 40 0 1 0
1.341648 103.9605 488067 1300000 152 21 13.7202572 0.1617229 0.2682766 7.9527551 1.8201687 0.2423631 0.1037349 0.3043831 0.9806890 2.0424526 0.8460385 0.8453546 0.1659319 40 0 0 0
1.312249 103.9152 425569 1317500 148 22 7.7574548 0.3417516 0.8290803 2.5510218 0.7258363 0.2214244 0.5945603 0.2883118 0.7625710 1.6872281 1.3933110 0.9294241 0.2862397 41 0 1 0
1.310248 103.8279 259945 15844000 368 1 3.9262533 0.2880536 2.1305255 4.8220470 1.3028486 0.7498951 0.7647225 1.2957683 1.2210835 2.4947825 0.3419318 0.2984839 0.3705066 43 1 1 0
1.327399 103.8124 288411 1668000 116 18 6.4933093 0.2027487 1.9539435 7.3851386 0.4083609 0.4820829 0.6111407 0.2334541 0.8574388 0.8574388 2.8026488 0.4668026 0.2377837 43 0 1 0
1.296350 103.8414 238352 1830000 129 22 1.7717222 0.2086491 0.9528865 2.6859057 0.9162715 1.3259236 0.5299836 0.4189915 0.6349649 3.0333032 0.4520046 0.3343266 0.2176689 43 0 1 0
1.320179 103.9550 466609 1000000 136 24 12.2093916 0.1411150 1.6426434 6.9075052 0.0518171 0.4148850 0.1744784 0.3704123 1.1037575 1.1037575 1.7638753 0.1768234 0.0316529 43 0 1 0
1.338060 103.7699 598008 1340000 133 31 10.8853693 0.1993094 2.0193975 3.1183706 0.6997000 0.3150845 0.7585258 0.1488652 0.3537929 2.8361996 0.9830921 0.8427420 0.1075840 43 0 0 1
1.337920 103.7703 598010 900000 115 31 10.8332937 0.2414682 2.0162684 3.1671202 0.6527774 0.2660456 0.7197332 0.1717035 0.4023635 2.7943549 0.9328604 0.8094788 0.1595130 43 0 0 1
1.306570 103.8203 258502 8575376 258 5 4.2849944 0.8882157 1.9598767 5.1082827 1.9495496 0.3191474 0.1554199 0.6677492 1.7331634 2.0880010 0.4430678 0.7521826 0.1116310 46 0 1 0
1.308758 103.8368 229717 3828000 199 13 3.1985245 0.2169503 1.3214046 4.1309721 0.4759004 0.7410439 0.4405248 0.8151664 0.5100243 3.4678365 0.3788550 0.5552805 0.2707585 46 0 1 0
1.377973 103.9579 509032 1080000 121 22 15.7832167 0.4276667 1.1636313 6.8719611 3.6007817 0.0448290 1.1067121 0.6388114 0.6162428 0.8116088 1.0889582 0.3515299 0.0980696 48 0 0 0
1.377754 103.9581 509039 1090000 123 22 15.7855348 0.4084043 1.1449097 6.9046641 3.5863173 0.0761149 1.1163178 0.6664487 0.5930824 0.7772790 1.0960908 0.3842740 0.1137024 48 0 0 0
1.377851 103.9582 509042 1080000 123 22 15.8048465 0.4157673 1.1590631 6.9145162 3.5673208 0.0655536 1.1357229 0.6809604 0.6051296 0.7756794 1.1155757 0.3941765 0.1318220 48 0 0 0
1.302843 103.8987 437830 1980000 152 4 5.6584360 0.1015229 1.1944377 1.8020162 0.8090423 0.2754160 0.4366961 0.3321279 0.3421261 1.4860668 0.4830675 0.4830675 0.0632490 50 0 1 0
1.302996 103.8988 437831 1440000 134 4 5.6742513 0.0850668 1.1961973 1.7897642 0.7893092 0.2596157 0.4563378 0.3519025 0.3223892 1.4837623 0.4696533 0.4696533 0.0659795 50 0 1 0
1.315453 103.7769 276957 5100000 322 30 9.0087544 0.3801710 0.9610933 4.3181267 0.6872390 0.3866838 0.5001290 0.4055776 0.8250513 0.8250513 1.4053719 0.6171547 0.1429713 51 1 1 0
1.324413 103.8072 269031 1750000 96 10 6.6662691 0.3682380 1.4579499 7.2872746 0.7674758 0.4129947 0.2164585 0.1907682 0.3994780 0.3994780 2.8508290 0.3462177 0.1900708 52 1 0 0
1.312760 103.8983 429974 1510000 111 10 6.1119518 0.1624090 1.1694463 0.8284685 0.3949773 0.1978583 0.8284685 0.1596256 0.5043505 1.1365568 0.4528023 0.3251943 0.2599622 52 0 1 0
1.314847 103.8086 257536 5236000 278 13 5.8780452 0.2800540 1.4570682 6.6942271 0.3606291 0.4123974 0.3017179 0.5490874 0.6778983 0.6778983 2.0299198 1.0089010 0.2819982 53 0 1 0
1.316088 103.7761 276958 2900000 191 31 9.1178020 0.3933021 0.8512255 4.2072539 0.6180222 0.4975439 0.6025018 0.5148787 0.9026888 0.9026888 1.3217716 0.5450239 0.1224302 54 1 1 0
1.298811 103.8882 438051 3225000 207 3 4.4090430 0.1052599 0.6906684 2.2017752 0.6171182 0.2968586 0.2894142 0.2722533 0.6132494 0.6132494 1.3651406 1.0887509 0.1537302 55 0 1 0
1.318438 103.9067 417771 1400000 129 20 7.2394798 0.1756752 1.7080527 1.5204848 0.3399418 0.4477863 0.4209541 0.7109188 0.6771173 2.2124496 1.3835767 0.4681705 0.0819241 55 0 1 0
1.311694 103.8905 438686 750000 65 21 5.3306957 0.2913577 0.4787379 0.7573199 0.6674969 0.6674968 0.4560692 0.2537037 0.2719762 0.2719762 0.5849291 0.3740725 0.0423407 55 1 1 0
1.317341 103.9110 426323 1149000 122 11 7.5883759 0.2405024 1.4217478 1.9985555 0.8150189 0.3356274 0.4554123 0.4308946 0.7647539 1.8336049 1.4896328 0.7170847 0.1612881 56 0 1 0
1.316899 103.8345 259811 1700000 117 21 4.1169069 0.2827850 1.7110046 5.0538974 0.7587115 0.2534046 0.5285718 0.4915900 0.2104747 2.9638554 1.0145620 0.1621082 0.1321545 57 0 1 0
1.347110 103.7758 589318 1080000 117 15 10.9557004 0.3660803 2.4550004 4.0385857 0.8498704 0.2762405 0.6655278 0.3441209 1.0024268 3.4808307 0.9643589 0.5305272 0.3057168 58 0 0 1
1.379225 103.9635 509506 1107500 227 18 16.3448472 0.1473107 1.5364581 7.3805933 2.9698907 0.5948117 1.7259682 1.2577007 0.7754398 0.7754398 1.6982385 0.9397711 0.0145270 58 0 0 0
1.315236 103.8272 259830 2200000 115 6 4.3972407 0.1937735 2.3660928 5.3090218 1.3984251 0.9198801 0.5333445 0.8601828 0.6734328 2.2150625 0.8991761 0.4967308 0.1577848 59 0 1 0
1.313779 103.8250 258361 3300000 179 6 4.4279439 0.0964495 2.5528711 5.3244126 1.6092293 0.9351276 0.6993236 1.0240380 0.8929571 2.0411270 0.8228999 0.7050832 0.2600923 60 0 1 0
1.360169 103.8308 576438 1900000 156 23 8.7636589 0.1426707 1.1837686 8.3481370 1.1314948 0.1570916 0.3711603 0.1197925 1.3850783 1.3850783 0.6073059 0.6073059 0.1130738 60 0 1 0
1.296752 103.8369 238142 4091520 198 3 2.1580648 0.3195760 1.0773153 3.0288928 0.7994082 0.8654827 0.4319241 0.4833788 0.3230941 2.7763178 0.4260576 0.2246862 0.1123298 61 0 1 0
1.316097 103.8279 259844 3180000 171 7 4.4256121 0.2066949 2.2426350 5.3427695 1.3490879 0.8058532 0.4649139 0.7706666 0.5721155 2.2667834 0.9850820 0.4070784 0.2295203 62 0 1 0
1.315819 103.9449 466580 1315000 109 7 10.9811811 0.3681088 1.0625052 5.7764596 1.0188710 0.5611962 0.5064202 0.5466776 0.1991840 0.1991840 1.1960420 1.0016434 0.0390332 62 0 1 0
1.324159 103.8071 269030 2680000 149 8 6.6560556 0.3958164 1.4569364 7.2793950 0.7786461 0.4155474 0.2426240 0.1790956 0.3759401 0.3759401 2.8277179 0.3533552 0.2181930 62 0 0 0
1.312866 103.9046 424968 880000 58 9 6.7319067 0.1468682 1.3636516 1.4152511 0.4936288 0.0631169 0.7793774 0.3678181 0.2655469 1.8410223 0.8160126 0.6929358 0.1377138 62 0 1 0
1.313318 103.9043 424980 690000 60 9 6.7218474 0.1469060 1.4259089 1.3595730 0.5116805 0.1239356 0.7225003 0.3110992 0.2678488 1.8083535 0.8670158 0.6366266 0.0742758 62 0 1 0
1.378111 103.9575 509050 1430000 211 3 15.7584629 0.4382127 1.1705621 6.8234084 3.6393449 0.0468945 1.0745836 0.5907885 0.6320859 0.8533228 1.0597230 0.3029683 0.0723849 63 0 0 1
1.378136 103.9574 509051 1030000 109 3 15.7557667 0.4407045 1.1723448 6.8168011 3.6440986 0.0503518 1.0709203 0.5845127 0.6351291 0.8593360 1.0564951 0.2963632 0.0715350 63 0 0 1
1.318329 103.8403 309767 2988000 131 1 4.0139584 0.0877085 1.1613968 4.9516384 0.6881920 0.1185307 0.4412915 0.2304516 0.5680468 2.6617547 0.3802392 0.3802392 0.1596572 64 0 1 0
1.304245 103.8377 229657 4770000 197 2 2.7235282 0.2811295 1.0588686 3.6486182 0.9011388 1.0057762 0.4327223 0.8776203 0.7070310 3.5554670 0.1537994 0.3870950 0.2258765 64 0 1 0
1.304331 103.8380 229720 5787000 235 2 2.7118931 0.3175151 1.0256810 3.6387617 0.8850184 1.0421883 0.4346161 0.8568168 0.6793696 3.5791724 0.1783068 0.4227495 0.2493710 64 0 1 0
1.341737 103.7734 599717 1138000 112 11 10.8015205 0.1029238 2.3089093 3.5868325 0.3889306 0.1512527 0.2993334 0.2385093 0.5097394 3.0081982 0.6692606 0.3159907 0.1543511 64 0 0 1
1.321100 103.9562 486365 880000 89 15 12.3662184 0.3027003 1.7382121 7.0419080 0.1167053 0.3873819 0.1036753 0.2728136 1.2583700 1.2583700 1.6123930 0.0781462 0.0968464 64 1 0 1
1.295191 103.8269 248743 3175000 167 1 3.0040210 0.1269810 0.4992987 3.7461597 0.5718985 0.2357446 0.7452532 0.7334555 0.5725391 2.2346639 0.5891435 0.2382882 0.1803191 65 0 1 0
1.318970 103.9064 417786 1018000 80 8 7.2480849 0.1833036 1.7416381 1.4963268 0.2838182 0.3848242 0.3783910 0.7297846 0.6125628 2.2099709 1.3762198 0.4092250 0.1328785 65 0 1 0
1.300499 103.8285 238568 10000000 284 4 3.1486449 0.3697518 1.0472334 3.9776408 0.9537688 0.1326846 0.4526811 1.1140656 1.1361486 2.8438235 0.5377173 0.5844655 0.1535437 66 1 1 0
1.297098 103.8399 239106 3950000 241 9 1.9485499 0.1284756 1.0241113 2.8534133 0.9837983 1.1999877 0.3962910 0.5031712 0.5334331 2.9917166 0.3893497 0.1401304 0.1367320 66 0 1 0
1.323071 103.8415 308729 1130000 81 16 4.4820396 0.2329869 0.7811367 5.4142550 1.2292017 0.5597957 0.4263265 0.1711727 0.4489804 2.1733467 0.3965166 0.3965166 0.0545693 66 0 1 0
1.290403 103.7749 118699 1390000 137 21 8.5554920 0.5631712 1.8877787 5.9672486 1.8986062 0.4329533 1.1123256 1.2425968 1.6743720 3.1128829 1.7538275 1.0807452 0.0624567 67 1 1 0
1.310617 103.8005 278735 1950000 157 25 6.3990320 0.1419998 0.4449888 6.9412671 0.4020093 0.5018944 0.4866296 0.5630930 1.1987718 1.4284738 1.4038699 0.5720078 0.0953965 67 1 1 0
1.343826 103.7688 598435 1124000 111 19 11.3446327 0.1695991 1.7579679 3.1835231 0.9341630 0.4686980 0.8495602 0.3439206 0.7506855 3.4412348 1.2228342 0.8286432 0.0506545 69 0 1 0
1.303028 103.8271 247855 8090000 376 1 3.4425222 0.3861051 1.3396895 4.2846858 1.2709328 0.2793394 0.3921083 1.4308633 1.3599638 2.8960357 0.3701686 0.2784712 0.0943377 70 0 1 0
1.324654 103.8414 307674 2250000 264 10 4.6554138 0.4019099 0.6106220 5.5868235 1.3642233 0.6355819 0.5805071 0.1534995 0.3672940 2.0577197 0.5342104 0.5342104 0.0846923 70 0 1 0
1.324615 103.8411 307686 1530000 98 10 4.6576277 0.4060568 0.6209502 5.5896773 1.3803899 0.6453140 0.5897438 0.1801081 0.3934790 2.0798578 0.5467844 0.5467844 0.1113013 70 0 1 0
1.324811 103.8409 307687 1810000 116 10 4.6859811 0.4370203 0.6082322 5.6185550 1.4099415 0.6317101 0.6235846 0.2076831 0.4149887 2.0868174 0.5821413 0.5821413 0.1386465 70 0 1 0
1.330634 103.8089 287164 2750000 244 36 7.0209815 0.3864694 1.5678840 7.4163194 0.9243902 0.8144035 0.5286891 0.1192006 1.0782656 1.0782656 3.3049958 0.2535725 0.4758933 70 0 1 0
1.330674 103.8096 287566 1320000 97 36 6.9713390 0.4381721 1.6466987 7.4949386 0.8808818 0.8446505 0.5708460 0.1324790 1.0915004 1.0915004 3.2697634 0.3275042 0.5086202 70 0 1 0
1.379222 103.9639 509456 1030000 103 5 16.3801573 0.1911607 1.5624290 7.4235379 2.9268597 0.6408136 1.7685830 1.3041436 0.7830678 0.7830678 1.7399640 0.9862780 0.0321943 71 0 0 0
1.302456 103.8248 248648 4534000 300 31 3.6079946 0.5846458 1.3359432 4.4266596 1.3278958 0.4059334 0.1345639 1.3475355 1.2462225 2.7649576 0.2927162 0.4157321 0.1764364 71 1 0 1
1.281968 103.7840 118864 1520000 92 1 7.5101844 0.2006085 2.4541226 7.3331180 1.0632779 0.2634393 0.2419822 0.6305842 2.0928183 3.8723869 2.1304210 1.4004507 0.0713841 72 0 1 0
1.291414 103.7689 117503 1340000 120 10 9.2272502 1.1070415 1.5456032 5.4938511 1.4687493 0.2506422 1.7403392 0.8395223 2.1496779 3.2951767 1.3882883 1.1535131 0.0335101 72 0 1 0
1.291812 103.7694 117504 1630000 147 10 9.1751565 1.0636927 1.5139806 5.4875061 1.4488042 0.1962209 1.6792196 0.8143443 2.0789948 3.2283654 1.3585868 1.1080245 0.0324086 72 0 1 0
1.291475 103.7686 117506 880000 74 10 9.2616659 1.1011999 1.5330108 5.4699216 1.4508025 0.2842959 1.7731990 0.8089809 2.1762826 3.3070215 1.3748654 1.1488941 0.0398044 72 0 1 0
1.322644 103.9551 486364 855000 91 17 12.3070164 0.3490111 1.5801731 6.9273657 0.2576337 0.1765826 0.3145207 0.2330059 1.2110113 1.2110113 1.5279679 0.1349108 0.0864929 72 1 0 1
1.278095 103.7934 117755 2408888 204 29 6.4935992 0.1989520 1.8158188 6.8226761 0.3289472 0.8259632 0.3119305 0.3038572 1.6887050 3.4336396 1.0017870 1.0017870 0.2317775 72 1 1 0
1.278798 103.7935 117756 2420000 188 29 6.4740882 0.2620885 1.7634683 6.8134203 0.3971509 0.8201649 0.3774385 0.3706849 1.6884499 3.4295401 1.0294397 1.0294397 0.3105629 72 1 1 0
1.280240 103.7923 119520 3637000 334 31 6.6011473 0.3677267 1.8103328 6.9614583 0.4899098 0.6673896 0.4627812 0.2668506 1.8585092 3.5893039 1.2335651 1.2335651 0.4156375 72 0 1 0
1.279438 103.7936 119522 4000000 325 31 6.4530242 0.3245284 1.7140216 6.8016837 0.4644187 0.8255594 0.4432651 0.3877694 1.6874210 3.4233215 1.0557599 1.0557599 0.3828205 72 0 1 0
1.311814 103.8370 228232 5718000 322 6 3.4889935 0.1675798 1.5027394 4.4258226 0.2766640 0.4715149 0.1364373 0.6985755 0.5570790 3.3621109 0.6227753 0.6403206 0.0594343 73 0 1 0
1.311909 103.8368 228239 2180000 162 6 3.5064484 0.1675642 1.5175902 4.4430663 0.2927752 0.4658575 0.1449265 0.7152105 0.5775336 3.3421854 0.6220372 0.6267269 0.0673427 73 0 1 0
1.437344 103.8250 758930 950000 118 8 17.2733386 0.0992226 0.3159110 4.2854412 0.7496622 0.4383672 0.8364141 0.3132072 0.9549666 1.5760889 0.5027145 0.5027145 0.0913900 73 0 1 0
1.335553 103.7696 599427 1040000 97 16 10.7605304 0.1997569 1.7414317 3.0510912 0.8342320 0.4669669 0.9402234 0.1596292 0.3748309 2.6291546 1.0758956 1.0467205 0.2796826 74 0 1 0
1.335545 103.7697 599428 880000 78 16 10.7461037 0.2158719 1.7445019 3.0674442 0.8206379 0.4555772 0.9284241 0.1661845 0.3892504 2.6183464 1.0607452 1.0359698 0.2854570 74 0 1 0
1.308425 103.9096 429099 980000 105 7 7.0232610 0.3901618 0.6186657 2.1380434 0.7407384 0.0459501 0.4412268 0.4098744 0.2127652 2.4083896 0.6459452 0.8202033 0.1063625 76 0 1 0
1.296434 103.8911 437906 2250000 164 23 4.6197481 0.3155735 1.1012215 2.4090895 1.0304244 0.3750217 0.6074036 0.4227970 0.9726440 0.9726440 1.5513577 1.4628403 0.0960883 76 1 1 0
1.326506 103.8126 288383 1850000 118 4 6.4003775 0.2191342 1.9940464 7.2903382 0.3077054 0.3828948 0.5117807 0.3132285 0.7946785 0.7946785 2.7012941 0.4038295 0.1410954 77 0 1 0
1.312328 103.9082 425612 1668888 129 5 7.0602805 0.2651787 1.0423885 1.8092128 0.7825556 0.0876420 0.8408681 0.5556993 0.6294381 2.2359598 0.8562649 1.0867419 0.1306698 78 0 1 0
1.312350 103.9084 425781 2080000 188 5 7.0749013 0.2509934 1.0352041 1.8225166 0.7973420 0.1017138 0.8436496 0.5428909 0.6447443 2.2511936 0.8656011 1.1002019 0.1442995 78 0 1 0
1.369547 103.7651 679692 1327000 112 6 13.5110438 0.1011696 1.0421785 4.7723080 3.5520364 0.3839507 0.0527794 0.1270646 0.4539424 5.7582829 0.6903128 1.0805974 0.1259255 78 0 0 0
1.369149 103.7654 679693 1520000 164 6 13.4569011 0.1435268 1.0609408 4.7525097 3.4994860 0.3343372 0.0898577 0.1808614 0.3991365 5.7676860 0.6512994 1.0301917 0.1683868 78 0 0 0
1.312570 103.9145 425562 1087500 81 6 7.7052804 0.3463712 0.8554854 2.4713594 0.7706222 0.1444797 0.6320610 0.3113329 0.7479858 1.7214026 1.3524909 0.9994152 0.3468167 79 0 1 0
1.312570 103.9145 425602 1410000 109 6 7.7052804 0.3463712 0.8554854 2.4713594 0.7706222 0.1444797 0.6320610 0.3113329 0.7479858 1.7214026 1.3524909 0.9994152 0.3468167 79 0 1 0
1.313389 103.9141 425603 1140000 101 6 7.7028482 0.4269527 0.9440936 2.4070315 0.8683429 0.1308811 0.7273181 0.2199234 0.7236478 1.7035016 1.3724525 1.0426516 0.3932189 79 0 1 0
1.300196 103.8851 439069 1425000 112 10 4.1612167 0.0623807 0.3244456 2.1663193 0.2754115 0.1023198 0.2703872 0.2845144 0.3064637 0.3064637 0.9977144 0.8648181 0.1046293 79 0 1 0
1.294586 103.8267 249441 2319000 145 14 2.9991215 0.1761612 0.4501546 3.7289599 0.5594503 0.1733882 0.7675385 0.7096620 0.5065953 2.1649060 0.5970097 0.1733660 0.1369226 80 1 1 0
1.278687 103.7874 118571 1108000 92 21 7.1509107 0.2284795 2.3724953 7.4905564 0.5404585 0.2053520 0.5204158 0.1808147 2.3576801 4.1028315 1.6423380 1.6423380 0.0720582 80 0 1 0
1.356772 103.8759 545551 872000 98 3 8.5279981 0.1693538 0.4379002 4.6968004 1.1554721 0.3527223 0.8575618 0.6691393 0.7894064 1.7896496 0.4894392 0.6539117 0.0364634 81 0 1 0
1.314441 103.8280 259847 4100000 291 29 4.2719812 0.2851355 2.3653382 5.1847457 1.2906469 0.8903221 0.6413693 0.9372242 0.7557712 2.3279300 0.8010147 0.5903772 0.0882421 81 0 1 0
1.324353 103.7997 266338 2785000 192 10 7.3002277 0.2068215 0.7385435 6.4625043 1.1163678 0.3256249 0.7706204 0.3656210 1.0139553 1.0139553 2.3115011 0.8328145 0.6055126 82 0 1 0
1.323875 103.7997 269187 2100000 120 10 7.2638974 0.2500706 0.7794811 6.4755446 1.0711015 0.3289203 0.8220048 0.3570863 0.9907623 0.9907623 2.2698285 0.8805068 0.6487707 82 0 1 0
1.312753 103.8288 259985 2200000 148 16 4.0693187 0.3124364 2.3152303 4.9801262 1.1785166 0.9510251 0.8473493 1.0475751 0.9474703 2.4754753 0.6128422 0.5677828 0.1704826 82 1 1 0
1.312737 103.8290 259986 6000000 422 16 4.0586080 0.3276528 2.3010948 4.9699874 1.1632785 0.9423579 0.8541244 1.0422020 0.9507505 2.4902156 0.6121848 0.5671671 0.1552479 82 1 1 0
1.268430 103.8246 99200 3100000 228 32 3.4439282 0.4307279 0.6984550 3.4481654 0.5475493 0.5538372 0.5353388 1.0435067 0.7582543 0.7582543 0.4095329 0.5315634 0.0482607 84 0 1 0
1.313498 103.7937 268685 900000 47 6 7.2170436 0.3369992 0.5838083 6.1213635 0.2899458 0.2797183 0.3781815 0.2845364 1.1277222 1.1277222 0.9417178 0.3881907 0.1207546 85 0 1 0
1.298432 103.8256 249570 6960000 351 32 3.2985506 0.4283883 0.8880115 4.0768550 0.9199134 0.4403117 0.4961787 1.0969899 0.8238252 2.5777878 0.7448353 0.6165883 0.1198295 86 1 1 0
1.296710 103.8934 437920 5525000 307 22 4.8814894 0.2533337 1.3064301 2.3690236 1.2299720 0.4592990 0.4977676 0.2233555 1.2216065 1.2216065 1.3150152 1.3150152 0.1096866 87 1 1 0
1.313728 103.9378 465521 2050000 190 4 10.1625830 0.1316951 0.8245941 5.0084041 0.7915437 0.1925525 0.3881889 0.4052778 0.9521609 0.9521609 1.2686733 1.2405012 0.0922593 88 0 1 0
1.314126 103.9375 465522 2000000 165 4 10.1420400 0.0919322 0.7769097 4.9674443 0.7414328 0.1977640 0.4350154 0.3496546 0.9676504 0.9676504 1.2306266 1.2126964 0.0392209 88 0 1 0
1.313883 103.9375 465523 2250000 203 4 10.1350639 0.1173505 0.8039323 4.9718786 0.7677671 0.2201293 0.4261475 0.3752552 0.9765713 0.9765713 1.2568717 1.2369223 0.0662439 88 0 1 0
1.313249 103.9377 465884 2600000 236 4 10.1309810 0.1847151 0.8757583 4.9986218 0.7369847 0.2244965 0.3959999 0.4479352 0.9900745 0.9900745 1.3234039 1.2956619 0.1385962 88 0 1 0
1.280673 103.7853 117489 1190000 94 7 7.3719445 0.0754377 2.4178012 7.5355152 0.8611298 0.0606261 0.4261857 0.4385015 2.2275570 4.0181409 1.9408951 1.5547011 0.0938825 88 0 1 0
1.280822 103.7855 117490 1680000 162 7 7.3529750 0.0997436 2.3933098 7.5343354 0.8572637 0.0605503 0.4356977 0.4283076 2.2106240 4.0022370 1.9305808 1.5405876 0.1024390 88 0 1 0
1.281030 103.7856 117491 1500000 117 7 7.3338044 0.1280848 2.3649360 7.5281809 0.8584422 0.0762047 0.4440548 0.4224480 2.1873020 3.9798899 1.9232363 1.5202670 0.1146939 88 0 1 0
1.280665 103.7857 117493 1200000 90 7 7.3253570 0.1173090 2.3812756 7.5659198 0.8242197 0.0347234 0.4687871 0.3951671 2.2277115 4.0207795 1.8975375 1.5618363 0.1194564 88 0 1 0
1.280509 103.7855 117494 858000 49 7 7.3544651 0.0851442 2.4142279 7.5612596 0.8354325 0.0352697 0.4508532 0.4147748 2.2453411 4.0369480 1.9169275 1.5750426 0.1174131 88 0 1 0
1.290944 103.7744 118707 688000 47 7 8.6155989 0.6376926 1.8082674 5.8861115 1.8173564 0.3651500 1.1494485 1.1611880 1.6753504 3.0753806 1.6735131 1.1074712 0.1069071 88 0 1 0
1.290959 103.7741 118709 1544000 186 7 8.6482245 0.6680327 1.7908883 5.8650704 1.7960379 0.3328031 1.1807852 1.1391039 1.6992270 3.0855165 1.6547326 1.1373054 0.0788202 88 0 1 0
1.300484 103.8304 238539 3300000 209 11 2.9757754 0.1789359 1.0627008 3.8218038 0.9074157 0.1875041 0.3384159 0.9873355 0.9804255 2.8866689 0.4148290 0.5260137 0.1992690 88 0 1 0
1.322124 103.9585 486356 1025000 124 15 12.6455738 0.5821835 1.9657425 7.3038702 0.3912492 0.5389860 0.2146589 0.1484711 1.5375224 1.5375224 1.4064274 0.3146712 0.3623210 88 1 0 1
1.318815 103.7800 278698 1830000 143 11 8.8476370 0.1343838 1.1026188 4.4836714 1.1349588 0.5379080 0.8439845 0.3719200 0.5116449 0.5116449 1.6292678 0.6729838 0.1509559 89 1 0 1
1.334902 103.7835 589632 2900000 188 23 9.4453896 0.1985535 1.4322540 4.5877229 0.9723552 0.6835783 0.0970216 0.2930292 0.2385810 2.0018301 0.6955056 0.1937825 0.1561377 90 1 1 0
1.243200 103.8371 98393 3300000 203 5 4.7940346 3.1253267 3.6453817 4.1420255 3.6673039 0.7390535 3.1282516 0.5290579 3.6115601 3.8365899 2.7545859 0.5291094 2.0132917 91 0 0 1
1.242975 103.8366 98395 4134444 226 5 4.8337311 3.1131595 3.6784402 4.1868345 3.6678997 0.7912971 3.1205341 0.4972378 3.6410208 3.8420274 2.7528741 0.5777987 1.9965799 91 0 0 1
1.313925 103.8397 307943 3060000 113 6 3.5767000 0.3416702 1.1670103 4.5164565 0.1949684 0.1317208 0.1898149 0.4283743 0.5310398 3.1000367 0.5841821 0.5821948 0.0930663 91 0 1 0
1.294657 103.8211 249046 1680000 118 22 3.5787302 0.3817843 0.8613969 4.2631353 0.8235319 0.6849349 0.7320753 0.8450467 0.4587871 2.1794592 1.1306658 0.6704766 0.3852706 92 0 1 0
1.294288 103.8210 249047 3500000 218 22 3.5741688 0.3404308 0.8197591 4.2517258 0.7820916 0.6847421 0.6955669 0.8111109 0.4320860 2.1404520 1.1038188 0.6698574 0.3432909 92 0 1 0
1.327590 103.9119 417611 1260000 116 9 8.2898016 0.2475240 0.6872123 2.3539023 0.6625849 0.3004023 0.7405145 0.3161206 0.3832020 1.7579247 2.2941700 0.4372606 0.0308307 93 1 1 0
1.331388 103.7944 279889 1966110 94 27 8.2509877 0.3572026 0.2767490 5.7994863 2.0961773 0.3549007 0.3222270 0.9305154 1.3252124 1.9218196 1.9365797 0.1647584 0.0712594 93 1 1 0
1.330977 103.7938 279888 2600000 202 28 8.2675399 0.4062597 0.2535940 5.7423669 2.0961662 0.2934516 0.3755855 0.9047224 1.2739266 1.9018553 1.9042636 0.2065521 0.1445489 93 1 1 0
1.301222 103.8238 249631 5200000 212 7 3.6262729 0.7607822 1.2516900 4.4237692 1.2830846 0.4959067 0.1368700 1.3765743 1.1016313 2.7969295 0.4111765 0.5921169 0.0730068 95 0 1 0
1.301219 103.8241 249633 4150000 164 7 3.5943039 0.7357418 1.2355101 4.3944760 1.2590995 0.5046787 0.1481226 1.4000749 1.1029378 2.8207297 0.4123915 0.5711278 0.0779503 95 0 1 0
1.320009 103.8251 257872 1965000 116 14 4.9654161 0.2413558 2.2409351 5.8820568 1.3039039 1.0544802 0.0704029 0.3988792 0.3578819 1.8839890 1.4687594 0.2536276 0.1069630 95 1 1 0
1.346275 103.8795 536443 970000 105 14 7.5867429 0.2713212 0.9566008 3.4744112 1.4507249 0.2830133 0.4104717 0.2683531 0.7931998 2.9153740 0.8011133 0.9149709 0.1778023 96 0 0 1
1.345769 103.8791 536445 1050000 105 14 7.5166620 0.3096595 1.0286991 3.4444135 1.5208877 0.2321946 0.3650359 0.3282683 0.8649382 2.8532845 0.8545972 0.9065072 0.1565888 96 0 0 1
1.315899 103.8067 259275 2292500 175 19 6.1171757 0.2206243 1.3315085 6.9307064 0.1212901 0.2456521 0.1788423 0.3627479 0.5832234 0.5832234 2.2640232 0.9605974 0.0809797 96 1 1 0
1.293047 103.8336 239427 4650000 115 2 2.2329026 0.2180358 0.5853039 3.0085776 0.2758549 0.5851288 0.1814075 0.1564723 0.3173549 2.2375918 0.1895030 0.1945950 0.1004576 97 0 1 0
1.318301 103.8294 259725 1905000 136 19 4.5362044 0.2864316 1.9590290 5.4631968 1.3069155 0.5774989 0.3881626 0.5267615 0.3607030 2.3805825 1.2310341 0.2781131 0.0951433 98 0 1 0
1.315268 103.8424 307762 3364444 171 4 3.6199192 0.2172052 0.8607973 4.5553949 0.4761659 0.2158586 0.5213359 0.1899818 0.4667721 2.8155212 0.2749756 0.2749756 0.1976686 99 1 1 0
1.312158 103.8004 269632 1780000 97 10 6.4897448 0.2454065 0.5208558 6.8710060 0.5727474 0.4800429 0.4855353 0.5402169 1.3028200 1.3028200 1.4537177 0.5926949 0.1330600 99 1 1 0
1.311656 103.7996 276337 2550000 135 3 6.5419628 0.1594892 0.4163589 6.8061046 0.5243076 0.4067088 0.3868333 0.4486415 1.3132754 1.4042495 1.3493318 0.4904259 0.1775690 100 1 1 0
1.311344 103.7994 276340 1160000 56 3 6.5454673 0.1216460 0.3771400 6.7974923 0.4946726 0.3990776 0.3609679 0.4284678 1.2796383 1.4447569 1.3154139 0.4601687 0.1932475 100 1 1 0
1.308688 103.8228 258462 18000000 323 4 4.2098532 0.5852946 2.0630115 5.0659026 1.8906133 0.3418377 0.5011399 0.7730648 1.5107229 2.1219901 0.4348545 0.5796137 0.3348538 100 1 1 0
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1.320813 103.9074 416730 1030000 103 17 7.4535440 0.1931042 1.5197987 1.6342485 0.3570890 0.2896709 0.4964834 0.9041432 0.4836054 2.1519265 1.5580374 0.4346793 0.1219088 138 1 1 0
1.298293 103.8320 239224 3325000 236 22 2.6862411 0.1332923 0.8835434 3.5236715 0.6666421 0.3753442 0.4367176 0.6875434 0.6806025 2.7042225 0.5171024 0.4781272 0.1695614 138 1 0 1
1.298461 103.8327 239225 3750000 303 22 2.6378377 0.1597054 0.9336980 3.4838923 0.6991247 0.4498945 0.4308340 0.6726005 0.6452813 2.7468915 0.5034922 0.5012359 0.2379388 138 1 0 1
1.337673 103.7801 589488 2725000 176 3 9.9267531 0.4123906 1.9060593 4.2423717 0.5004548 0.2030461 0.4750464 0.4215857 0.4484505 2.3503049 0.2135735 0.2135735 0.0890529 140 0 1 0
1.337280 103.7803 589489 1538000 102 3 9.8902693 0.3901490 1.8730406 4.2502740 0.5306896 0.2388399 0.4443317 0.4622154 0.4676131 2.3050595 0.2527316 0.2527316 0.0436822 140 0 1 0
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1.426266 103.8238 759158 1182500 135 6 16.0893850 0.0398721 0.5653359 4.3183516 0.7810265 0.7372813 1.2855992 0.2101733 0.7615534 2.1888180 1.4247702 1.2918948 0.2360916 140 0 1 0
1.316148 103.8073 268850 4600000 246 18 6.0803011 0.1576475 1.4011233 6.8982716 0.1806074 0.2238941 0.1313702 0.3547899 0.5411517 0.5411517 2.2306180 0.9097894 0.1211634 140 1 1 0
1.315229 103.8076 268851 5050000 266 18 5.9860695 0.2365877 1.3851114 6.8000966 0.2499380 0.3334825 0.2330422 0.4653389 0.6364552 0.6364552 2.1391175 0.9921450 0.2117722 140 1 1 0
1.314816 103.8080 268852 2750000 163 18 5.9312265 0.2780375 1.3946434 6.7441281 0.3026665 0.3878075 0.2836709 0.5210992 0.6800936 0.6800936 2.0853752 1.0268982 0.2602935 140 1 1 0
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1.323084 103.8252 298088 1925000 139 14 5.2363576 0.5110833 2.0794293 6.1599928 1.2406819 1.1229920 0.3323446 0.2093958 0.3756163 1.9102586 1.7971560 0.4429862 0.1114658 142 0 0 1
1.322767 103.8250 298090 2400000 161 14 5.2172461 0.4856610 2.1093455 6.1398112 1.2266648 1.1266611 0.3014408 0.2283984 0.3737237 1.8883334 1.7665512 0.4241851 0.0973425 142 0 0 1
1.307996 103.8309 229543 8500000 311 30 3.5138226 0.1342395 1.8920989 4.4165187 1.0526205 0.7460445 0.3853194 1.4510914 1.1737155 2.9137638 0.1797306 0.2684213 0.2211161 146 1 1 0
1.309967 103.8973 438797 1180000 111 11 5.8589600 0.1550510 0.9473111 1.0146727 0.5119446 0.4598022 1.0146727 0.2540503 0.6228739 1.0190229 0.6089344 0.6089344 0.0744631 148 1 0 1
1.310036 103.8972 438798 1265000 116 11 5.8597479 0.1490052 0.9461221 1.0062971 0.5163252 0.4667481 1.0062971 0.2515939 0.6240558 1.0146775 0.6005536 0.6005536 0.0754154 148 1 0 1
1.370071 103.7684 679646 1288000 137 32 13.2977229 0.2536192 0.8294696 5.0218980 3.5017514 0.2536192 0.4194226 0.1556575 0.3332803 6.1088419 0.8652804 1.0156693 0.1922268 148 1 0 0
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1.315864 103.8297 259852 2300000 154 25 4.2900940 0.4052025 2.1227059 5.2131962 1.1539733 0.6466018 0.5916907 0.7001026 0.6269770 2.4653473 0.9661000 0.5038138 0.3320807 149 0 1 0
1.315524 103.8302 259854 2809500 195 25 4.2282546 0.4670243 2.1150073 5.1522859 1.0897431 0.6263350 0.6558529 0.7047318 0.6537810 2.5271745 0.9380576 0.5653379 0.3168751 149 0 1 0
1.322381 103.8237 297722 3650000 156 2 5.2662693 0.5299486 2.2607150 6.1839623 1.0887208 1.0236495 0.3320496 0.3791437 0.4959652 1.7387525 1.7636666 0.4986255 0.0673250 150 0 1 0
1.304517 103.8264 249722 3075000 139 13 3.6023958 0.2978049 1.5139667 4.4524032 1.4512049 0.4036037 0.3895991 1.3439963 1.5016180 2.7307878 0.2154203 0.1266858 0.0880878 150 0 1 0
1.304904 103.8269 249723 2737500 138 13 3.5929124 0.2333739 1.5492168 4.4492465 1.4747912 0.4401404 0.4538938 1.3628481 1.5543446 2.7387729 0.1630071 0.0705518 0.1172433 150 0 1 0
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1.325391 103.8253 298069 1790000 116 24 5.4434961 0.7521016 1.9861264 6.3712734 1.2560356 1.2061381 0.5851804 0.3309703 0.5499730 1.9712819 2.0458425 0.6687034 0.2336572 150 1 1 0
1.324657 103.8258 298071 2700000 179 24 5.3476048 0.6619186 1.9604760 6.2753940 1.3002096 1.1465599 0.5023344 0.2354818 0.4541203 2.0020132 1.9571001 0.5753701 0.1779936 150 1 1 0
1.240246 103.8383 98309 5800000 384 4 5.0622490 3.4657263 3.9491572 4.3738927 4.0223624 0.9244311 3.4758209 0.3068848 3.9289891 4.1924991 3.1082977 0.7773241 2.3447172 151 0 0 1
1.323834 103.8501 308162 2135000 192 5 4.4296110 0.1001285 0.4664342 4.8224602 0.4473703 0.6761197 0.8090377 0.7838392 0.6598945 1.5925455 0.7350985 0.1795040 0.1346793 151 0 1 0
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1.296801 103.8705 436917 2050000 153 20 2.5549400 1.0558197 1.1259739 2.8941094 1.0184057 1.3785014 0.3177286 1.0433183 1.3775945 1.3775945 0.8827768 0.9049076 0.1093686 152 1 1 0
1.271975 103.8085 109258 1440000 74 21 4.9633173 0.1871574 0.4058504 5.1609164 0.1814509 0.1656319 0.2049533 0.7961626 0.4616317 1.7779107 0.8183784 0.1809499 0.1463745 154 0 0 1
1.347670 103.7908 288061 2000000 154 22 9.7737264 1.0207685 2.1256659 5.6377581 1.8847982 1.0207685 1.5390842 0.7681252 1.8739044 3.4974173 1.6663448 1.1519158 1.4815626 155 0 0 0
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1.298929 103.8370 239899 3200000 157 6 2.3119569 0.2755780 1.2010857 3.2045543 0.9780357 0.9198197 0.2519875 0.7138191 0.5641552 2.9949791 0.1884083 0.1884083 0.1910538 157 0 1 0
1.347162 103.7735 587972 868000 84 18 11.1581615 0.2016537 2.1981390 3.8048137 0.9001783 0.3748818 0.7258738 0.3693487 1.0496192 3.5634513 1.0821349 0.6106508 0.1527620 157 0 0 1
1.347524 103.7736 587973 1190000 122 18 11.1771431 0.2424348 2.2035495 3.8287474 0.9359829 0.4010216 0.7602057 0.4033703 1.0860156 3.5986475 1.1121170 0.6424320 0.1934215 157 0 0 1
1.296797 103.8892 437885 1787500 97 19 4.4403760 0.1869797 0.9154529 2.3959635 0.8546247 0.3687606 0.4021427 0.3220768 0.7679580 0.7679580 1.5514714 1.3392737 0.1002259 157 0 1 0
1.281983 103.8304 169905 1520000 86 5 2.3568161 0.1171465 0.5675636 2.7823676 0.3707718 0.2126631 0.5921609 0.2111187 0.5465162 1.0210423 0.6114677 0.3324951 0.3831665 158 0 1 0
1.282050 103.8302 169907 2100000 119 5 2.3772082 0.0953516 0.5491807 2.8046677 0.3766827 0.2077473 0.5730206 0.2004086 0.5246490 1.0122944 0.5933096 0.3187995 0.3855178 158 0 1 0
1.304951 103.8364 229920 2880000 117 19 2.8693518 0.1900378 1.2130108 3.7902726 0.8685840 0.9009145 0.5065004 1.0380971 0.7429388 3.5693884 0.1472095 0.3265757 0.2790064 159 1 1 0
1.356423 103.8279 576194 1950000 195 27 8.4580186 0.3395469 1.4062657 8.4009735 1.1178091 0.2115248 0.5501441 0.3698661 1.9046020 1.9046020 0.3908602 0.3908602 0.1311853 159 1 1 0
1.357366 103.8276 576191 1835000 179 28 8.5674931 0.3670551 1.4472930 8.4821265 1.1951908 0.1545626 0.6256300 0.2933059 1.8583545 1.8583545 0.4762563 0.4762563 0.1283241 159 1 1 0
1.321510 103.9548 469360 1452840 126 12 12.2344338 0.2221727 1.5755751 6.8882171 0.1480099 0.2667282 0.2439314 0.3365445 1.1284231 1.1284231 1.6502830 0.1034700 0.0502364 160 1 1 0
1.320937 103.9542 469565 1420000 122 12 12.1488980 0.1367809 1.5272601 6.8170519 0.1559785 0.3138724 0.2787082 0.2729385 1.0413560 1.0413560 1.7164568 0.1866168 0.1201442 160 1 1 0
1.321218 103.9540 469566 1427500 145 12 12.1350872 0.1627747 1.4934574 6.7926870 0.1933023 0.2815068 0.3129809 0.2522233 1.0293539 1.0293539 1.6833145 0.2016027 0.1083745 160 1 1 0
1.321507 103.9537 469567 1170000 101 12 12.1226420 0.1946548 1.4607288 6.7695274 0.2313653 0.2505459 0.3480379 0.2379583 1.0201136 1.0201136 1.6512635 0.2219981 0.1098197 160 1 1 0
1.321527 103.9541 469568 1420000 122 12 12.1578921 0.1980938 1.4956053 6.8063192 0.2031885 0.2475844 0.3156926 0.2731203 1.0542271 1.0542271 1.6864356 0.1852070 0.0768486 160 1 1 0
1.297463 103.8744 436904 1650000 129 19 2.9664782 1.1980808 1.0681254 3.0804805 1.1844445 1.1292890 0.1355231 1.2423453 0.9317501 0.9317501 0.5869163 0.5869163 0.1340641 160 1 0 1
1.360985 103.8290 575728 1800000 170 26 8.9077593 0.2112320 1.4123263 8.5728448 1.2647575 0.3756472 0.4607811 0.1264509 1.4802259 1.5001509 0.7333408 0.7333408 0.0405964 160 1 1 0
1.329780 103.7685 599970 1650000 150 32 10.5435574 0.1592771 1.0896213 2.9373495 1.3621310 0.1576205 1.5095162 0.2082929 0.8647693 2.2559897 1.5212279 0.7052947 0.1528611 160 1 0 0
1.293622 103.7674 126822 1580000 124 7 9.4170049 0.8802577 1.2795775 5.1982138 1.1832231 0.4758765 1.8923615 0.5637527 2.1966594 3.1817844 1.1192212 0.9336928 0.0469219 162 0 1 0
1.293361 103.7672 126824 1255000 88 7 9.4301339 0.9120281 1.3070077 5.2138615 1.2062693 0.4773737 1.9086699 0.5648654 2.2225684 3.2149269 1.1462851 0.9657854 0.0591603 162 0 1 0
1.294154 103.7677 127302 1660000 129 7 9.3913110 0.8161340 1.2245867 5.1665062 1.1376711 0.4805836 1.8612977 0.5304018 2.1452520 3.1147887 1.0651508 0.8688442 0.0794788 162 0 1 0
1.311599 103.8031 268818 3600000 316 28 6.1982691 0.4497643 0.7530187 6.9635448 0.5894476 0.6575239 0.7731113 0.8376192 1.1807217 1.1807217 1.7114678 0.8696417 0.0984050 162 1 1 0
1.355013 103.8656 558962 680000 39 1 8.0422934 0.1682769 0.7760455 5.1083270 0.9038758 0.1658804 0.4791184 0.3026044 0.3137172 2.2274187 0.9057388 0.6056108 0.0388703 163 1 0 1
1.336046 103.8674 357920 1440000 142 19 6.0489493 0.2158105 0.7627334 3.4764804 1.1627014 0.3753962 0.5236385 0.8734697 0.5648690 1.4110378 1.6218174 0.3712337 0.1307183 163 1 1 0
1.359762 103.8327 579653 1310000 87 10 8.6683636 0.1075437 0.9789850 8.1531642 0.9814522 0.1284714 0.3639798 0.2779701 1.2693110 1.2693110 0.5928633 0.5928633 0.1265857 164 0 0 1
1.303691 103.8231 249613 5350000 240 11 3.8451119 0.6661402 1.5345126 4.6625365 1.5498061 0.2134574 0.1509099 1.1145384 1.3760504 2.5340561 0.1646740 0.4766826 0.0506102 164 0 1 0
1.304026 103.8231 249614 5500000 240 11 3.8605129 0.6447927 1.5656480 4.6815962 1.5760235 0.1769924 0.1835199 1.0926712 1.4129484 2.5109003 0.1305212 0.4552235 0.0175683 164 0 1 0
1.304164 103.8230 249616 6750000 240 11 3.8837108 0.6557167 1.5866932 4.7049111 1.5986283 0.1606580 0.2035551 1.0694271 1.4289019 2.4877770 0.1321582 0.4664077 0.0340406 164 0 1 0
1.334802 103.8099 289844 4130000 354 32 7.2931713 0.8522422 1.7968118 7.5320583 1.2696944 0.9590991 1.0014644 0.3601298 1.5506594 1.5506594 3.2179495 0.5172071 0.7533992 164 0 0 1
1.334802 103.8099 289845 4150000 322 32 7.2931713 0.8522422 1.7968118 7.5320583 1.2696944 0.9590991 1.0014644 0.3601298 1.5506594 1.5506594 3.2179495 0.5172071 0.7533992 164 0 0 1
1.303475 103.8382 229158 4150000 146 2 2.6195654 0.3354889 0.9901293 3.5448597 0.9751904 1.0414400 0.3370083 0.7783439 0.7491300 3.5045064 0.1305197 0.3353564 0.1890502 165 0 1 0
1.308377 103.8019 276750 1450000 88 7 6.1413827 0.3644135 0.5870306 6.8743975 0.2338605 0.3839107 0.7147948 0.8035630 0.9743302 1.5557389 1.5124217 0.7685234 0.0699988 165 0 1 0
1.297077 103.8875 437874 1890000 121 8 4.2728791 0.1001981 0.7563578 2.4059866 0.7107787 0.4604669 0.2141753 0.1313570 0.5800269 0.5800269 1.3670190 1.2501257 0.1378342 167 0 1 0
1.297459 103.8877 437876 1994000 117 8 4.3003709 0.0930349 0.7359207 2.3615275 0.6846486 0.4230056 0.2146026 0.1479986 0.5792303 0.5792303 1.3619630 1.2128417 0.1151803 167 0 1 0
1.316536 103.8318 259324 1458000 88 18 4.2284027 0.3102410 1.9168039 5.1591662 0.9771058 0.4210169 0.7178714 0.5332223 0.4456337 2.6749639 1.0660615 0.4607739 0.1940430 167 1 1 0
1.316597 103.8316 259326 2200000 280 18 4.2440671 0.3060499 1.9234953 5.1744658 0.9970020 0.4303172 0.6981509 0.5326729 0.4584855 2.6550187 1.0768993 0.4779162 0.1987317 167 1 1 0
1.316727 103.8311 259328 1450000 98 18 4.2871308 0.3074106 1.9501720 5.2162768 1.0553246 0.4671055 0.6411153 0.5415982 0.5038731 2.5947052 1.0904622 0.5330774 0.2283762 167 1 1 0
1.296776 103.8746 436914 1361740 112 18 2.9474703 1.2021732 1.0882024 3.1233040 1.2026718 1.1315454 0.1450756 1.3060046 0.9275516 0.9275516 0.6511132 0.6511132 0.0798670 168 0 0 1
1.299509 103.8370 239864 1440000 53 8 2.3609547 0.3049018 1.1828363 3.2576646 1.0249334 0.9084492 0.2164558 0.7614958 0.6274784 3.0500599 0.1321238 0.1321238 0.1371950 169 0 1 0
1.293902 103.8299 248903 3194000 353 15 2.6415079 0.2070039 0.3424436 3.3911812 0.2247268 0.3136952 0.4189020 0.4075119 0.7109400 2.1677377 0.2318955 0.2436534 0.1062573 170 1 0 0
1.293347 103.8304 248904 2060000 120 15 2.5642054 0.1580559 0.3175244 3.3090670 0.1410524 0.3166630 0.3827263 0.3257786 0.6568403 2.1270939 0.1758782 0.1994642 0.1035900 170 1 0 0
1.318027 103.7767 597590 1205000 91 20 9.1386476 0.2448745 0.8607882 4.1807652 0.7742018 0.5807463 0.7748810 0.5646957 0.8365557 0.8365557 1.4290689 0.6997610 0.1326064 170 1 0 1
1.317563 103.7765 597591 1445000 137 20 9.1406190 0.2785915 0.8450396 4.1785505 0.7263156 0.5592654 0.7335889 0.5667582 0.8554913 0.8554913 1.3927963 0.6517830 0.1022256 170 1 0 1
1.318438 103.7767 597592 1500000 142 20 9.1569075 0.2447877 0.8560399 4.1634111 0.7996171 0.6163270 0.8185503 0.5861980 0.8439875 0.8439875 1.4414204 0.7254588 0.0920452 170 1 0 1
1.318986 103.7806 278639 1520000 96 30 8.7934234 0.1697256 1.0666175 4.5422877 1.2060460 0.5607695 0.8771627 0.3702865 0.4588468 0.4588468 1.6058451 0.6096254 0.0897797 170 1 0 0
1.320046 103.7807 278640 2530000 182 30 8.8366477 0.1527275 1.1480967 4.5129990 1.2695411 0.6788076 0.9939328 0.4848433 0.5209108 0.5209108 1.7003315 0.6405257 0.1183536 170 1 0 0
1.341908 103.7711 598681 1385000 144 2 11.0186409 0.1498599 2.0634116 3.3474038 0.6135873 0.1420805 0.5530804 0.3086475 0.6933195 3.1353391 0.9090217 0.5656350 0.0098815 172 0 0 0
1.291076 103.8344 239497 1820000 363 5 2.0530220 0.3999556 0.6022616 2.7984133 0.3878330 0.6138610 0.3732441 0.2041414 0.3748848 2.0985544 0.3950317 0.4152605 0.0380539 175 0 1 0
1.326573 103.7927 276541 2080000 152 6 8.0739651 0.2167970 0.3620554 5.6533393 1.7281569 0.2125647 0.6930479 0.4841039 1.3282050 1.4353646 2.0734937 0.5660455 0.1051319 175 0 1 0
1.326691 103.7933 276543 2000000 126 6 8.0278578 0.1489702 0.3094391 5.7176915 1.7331461 0.1908000 0.6364961 0.5210296 1.3783226 1.4897789 2.1155287 0.5181325 0.1200035 175 0 1 0
1.326691 103.7933 276544 1645000 90 6 8.0278578 0.1489702 0.3094391 5.7176915 1.7331461 0.1908000 0.6364961 0.5210296 1.3783226 1.4897789 2.1155287 0.5181325 0.1200035 175 0 1 0
1.327337 103.7928 276545 1500000 126 6 8.1145115 0.2056361 0.2964990 5.6546605 1.8106076 0.1286249 0.6289551 0.5684033 1.2952595 1.5074034 2.0275787 0.4925029 0.1875480 175 0 1 0
1.383626 103.8624 808005 1610000 176 36 11.1270298 0.3374449 2.3087341 5.0598166 1.4913125 0.6320327 1.9618493 0.0979683 1.1246591 1.1246591 0.8022469 0.9456382 0.6367267 175 1 1 0
1.382975 103.8631 808012 1780000 200 36 11.0647142 0.2933790 2.2838258 5.0215474 1.4863082 0.6861632 2.0394592 0.1436252 1.1235699 1.1235699 0.7715759 0.9588575 0.5600400 175 1 1 0
1.382700 103.8624 808014 1770000 200 36 11.0250593 0.3787488 2.2178786 5.1080888 1.4104947 0.7311197 1.9558612 0.1113343 1.0458922 1.0458922 0.8559369 0.8762568 0.5340812 175 1 1 0
1.351037 103.8408 573964 1868000 144 3 7.5379520 0.2465401 0.5296809 6.8618102 0.4459130 0.4066972 0.2645755 0.2372984 1.1298428 1.9127115 0.8688536 0.5387869 0.1759208 176 0 1 0
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1.352215 103.8409 576150 1089000 106 15 7.6665597 0.1877518 0.3996118 6.9295905 0.4360456 0.4140378 0.3806792 0.2271726 1.1969407 1.7821873 0.8871247 0.5350315 0.0706087 188 1 0 1
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1.349155 103.8670 554774 1540000 108 11 7.4392262 0.1564057 0.6404961 4.5058587 1.5457579 0.0662504 0.5297627 0.2319936 0.1757904 1.8805380 0.6187041 0.6187041 0.0988160 189 1 1 0
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1.346328 103.7658 659765 1900000 215 4 11.7802935 0.2567514 1.3620955 2.9989236 1.3676264 0.1878788 1.2706773 0.1098416 0.9979434 3.8522714 1.2959189 0.9894029 0.1251383 192 0 1 0
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1.356757 103.7592 669619 983000 115 14 13.0676826 0.1127529 1.0794820 3.2246130 2.6828463 0.6662437 0.8484405 0.2008023 0.6241317 4.6310893 0.9362263 0.9910587 0.2679099 192 1 0 1
1.356757 103.7592 669620 1065000 138 14 13.0676826 0.1127529 1.0794820 3.2246130 2.6828463 0.6662437 0.8484405 0.2008023 0.6241317 4.6310893 0.9362263 0.9910587 0.2679099 192 1 0 1
1.357165 103.7583 669621 1030000 153 14 13.1724029 0.0468242 1.0683496 3.2062900 2.7448474 0.6617094 0.7423350 0.1824926 0.5652361 4.5486482 0.9671175 0.9877547 0.3578740 192 1 0 1
1.329770 103.8677 358828 1360000 107 7 5.3955539 0.3206148 0.4556961 3.1067109 0.9581078 0.1502607 0.2523031 0.6006943 0.3307569 1.6584568 1.8858085 0.3281665 0.1062653 194 0 1 0
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1.298121 103.8975 437981 3486000 182 5 5.3591886 0.2727815 1.4119828 2.2674070 1.0882467 0.7400932 0.1285596 0.2285471 0.8669051 1.6500497 0.8709408 0.8709408 0.1439579 196 0 1 0
1.429442 103.7863 737874 894444 62 4 17.6959459 0.4595205 1.1047683 0.8491350 1.8670436 0.5165176 0.8204897 1.1147149 0.3660509 5.9596602 0.7099220 0.5277191 0.1204881 200 0 0 1
1.429043 103.7863 737875 890000 99 4 17.6549312 0.4932315 1.1269761 0.8933660 1.9047880 0.5604990 0.8088966 1.1474244 0.4099799 5.9658435 0.7542060 0.5417050 0.1545066 200 0 0 1
1.428994 103.7858 737876 818000 93 4 17.6742244 0.5193109 1.0786694 0.9017379 1.8778072 0.5735381 0.8656277 1.1116767 0.4104238 6.0247433 0.7611376 0.5211196 0.1961793 200 0 0 1
1.250048 103.8463 98619 2000000 151 9 3.8027073 2.5774487 2.8604815 3.0363023 2.9682563 0.5509589 2.9300778 1.7057443 2.9228546 3.7303571 2.8992150 0.7926725 2.3730050 200 0 0 1
1.250073 103.8463 98621 2500000 175 9 3.7999150 2.5747338 2.8577829 3.0335597 2.9655415 0.5525385 2.9273625 1.7080460 2.9202427 3.7285003 2.8979326 0.7941289 2.3706600 200 0 0 1
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1.249032 103.8465 98629 2620000 176 9 3.9104721 2.6924526 2.9757340 3.1362258 3.0832592 0.5338493 3.0272936 1.6410379 3.0384837 3.8323575 2.9850311 0.7778435 2.4448128 200 0 0 1
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1.349156 103.8467 574044 1300000 108 16 7.2555698 0.2198135 0.3023625 6.2017705 1.1294661 0.4419401 0.2435824 0.1364608 0.4808609 1.5892946 0.2498022 0.2498022 0.1150257 200 1 0 1
1.300263 103.8996 439960 2200000 162 29 5.6520842 0.3344604 1.4262953 2.1047188 0.7869220 0.4232399 0.2939801 0.2494179 0.5714791 1.7482415 0.5395012 0.5395012 0.2342967 200 1 1 0
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1.326237 103.9097 419591 3900000 462 32 8.0071207 0.2510459 0.9676439 2.0719674 0.8956464 0.4002822 0.6772260 0.5359149 0.5552266 1.9444213 2.0775928 0.2951697 0.1745773 200 1 1 0
1.327112 103.9101 419592 1988000 230 32 8.0918186 0.2770050 0.8986239 2.1463065 0.8053151 0.4083823 0.7476340 0.5221112 0.4523763 1.9368904 2.1483142 0.3768624 0.2177334 200 1 1 0
1.326320 103.9106 419593 1910000 230 32 8.0857715 0.1768278 0.8825207 2.1573676 0.8527950 0.3182436 0.6445211 0.4521319 0.5248663 1.8591135 2.1644007 0.2807455 0.1134227 200 1 1 0
1.327450 103.9106 419594 1780000 230 32 8.1608481 0.2704621 0.8312186 2.2152129 0.7424543 0.3830593 0.7606988 0.4633524 0.4011856 1.8926905 2.2168601 0.4055237 0.1785382 200 1 1 0
1.303190 103.8277 249693 10500000 355 21 3.3999269 0.3457416 1.3500979 4.2484313 1.2649170 0.2412941 0.4091096 1.4044714 1.3983853 2.9342586 0.3405743 0.2732254 0.1189030 202 1 1 0
1.303979 103.8279 249694 10000000 210 21 3.4386846 0.2554684 1.4358030 4.2954059 1.3422439 0.3028813 0.3920189 1.4648887 1.4575762 2.8930140 0.2507464 0.2024276 0.1169794 202 1 1 0
1.328082 103.8498 329111 1272500 119 9 4.9015614 0.3975221 0.7749462 4.9343257 0.7000346 0.4552646 0.6859314 0.3448855 0.6474811 1.1716853 1.0233282 0.2541931 0.1210467 204 0 1 0
1.328393 103.8492 329112 1590000 119 9 4.9388130 0.3498618 0.7688048 5.0035815 0.7490064 0.5153751 0.6240256 0.2812236 0.6056906 1.1735070 1.0147180 0.2005691 0.1832098 204 0 1 0
1.314812 103.8401 307945 2450000 108 3 3.6496968 0.2419100 1.1090664 4.5889807 0.3026139 0.1101619 0.2717997 0.4328044 0.6098707 2.9883807 0.4801041 0.4801041 0.0521262 205 0 1 0
1.356521 103.8308 579599 1200000 188 28 8.3757214 0.1901475 1.0903277 8.1348087 0.8501991 0.3043712 0.2922193 0.3478831 1.6808294 1.6808294 0.2037238 0.2037238 0.1417592 206 1 0 1
1.315627 103.8396 309306 1870000 103 8 3.7548775 0.1867283 1.1707919 4.6943270 0.3825017 0.1867283 0.2825309 0.4742927 0.5981343 2.9462503 0.4836200 0.4707625 0.1529252 208 0 1 0
1.316196 103.8395 309311 3900000 209 8 3.8198112 0.1392256 1.1936727 4.7592168 0.4449230 0.1392256 0.3242791 0.4818740 0.5505336 2.9046023 0.4768412 0.4311863 0.2120709 208 0 1 0
1.319664 103.7946 269257 3400000 190 25 7.4636533 0.8082225 1.0305851 6.0139324 0.9449437 0.5400741 0.9612616 0.3277480 1.2089275 1.2089275 1.5806736 1.0014974 0.5043260 208 0 1 0
1.319460 103.7956 269266 2200000 126 25 7.3572481 0.8391376 1.0560246 6.1275851 0.9263382 0.5225486 0.9256072 0.2972205 1.3118948 1.3118948 1.6126957 1.0038092 0.6099606 208 0 1 0
1.280349 103.7907 118170 850000 89 30 6.7714936 0.1985731 1.9622989 7.1332723 0.4986294 0.4964812 0.4694649 0.1581797 2.0278637 3.7605330 1.3844734 1.3844734 0.3693381 209 0 0 1
1.281419 103.7902 118173 863888 90 30 6.8179334 0.2091324 1.9469749 7.1943391 0.6248822 0.4659383 0.5957352 0.2655658 2.1087733 3.8317972 1.4922348 1.4922348 0.3160253 209 0 0 1
1.281353 103.7890 118175 685000 68 30 6.9550075 0.1451501 2.0510032 7.3301897 0.6600084 0.3352383 0.6317452 0.2381633 2.1807237 3.9652978 1.6041171 1.5859780 0.2229171 209 0 0 1
1.314094 103.8360 259703 5180000 188 2 3.7623536 0.1222537 1.5728162 4.6995352 0.4346506 0.2987109 0.2247384 0.8233715 0.5146659 3.1916542 0.8069403 0.3752568 0.1833242 210 0 1 0
1.315115 103.8355 259704 5500000 183 2 3.8877268 0.0893614 1.6247108 4.8249541 0.5417604 0.2859990 0.3165598 0.7168864 0.3949740 3.1138862 0.9030170 0.2634440 0.1672339 210 0 1 0
1.292103 103.8158 247965 1299000 90 17 4.0671226 0.2501042 0.7686430 4.6731145 0.5543936 0.5781023 0.2823226 1.0392159 0.7062757 2.0856638 1.2420762 0.5493305 0.1504450 210 1 0 1
1.291990 103.8166 247966 1441875 79 17 3.9857734 0.3199578 0.7076284 4.5938473 0.5070074 0.5542983 0.2514750 0.9628617 0.7056896 2.0398623 1.3150352 0.5596058 0.1217209 210 1 0 1
1.298406 103.8334 239194 2750000 240 31 2.5753710 0.2237472 0.9662564 3.4275039 0.7148139 0.5149589 0.4138413 0.6424324 0.5967119 2.7679541 0.4882607 0.4891355 0.2279317 210 0 0 1
1.297621 103.8327 239228 2600000 231 31 2.5796063 0.2342819 0.8544417 3.4160847 0.6098457 0.4185293 0.3399858 0.5860006 0.5730812 2.6607346 0.4503449 0.4095590 0.1471247 210 0 0 1
1.340823 103.7691 596710 1690000 159 31 11.1263463 0.1013508 1.9149761 3.1057623 0.7811607 0.3355383 0.7631256 0.3508574 0.4627346 3.1388274 1.0833781 0.7979770 0.1242928 210 0 1 0
1.340053 103.7676 596716 1780000 181 31 11.2162053 0.1144686 1.8117841 2.9224386 0.9350882 0.5150699 0.9363599 0.1898285 0.3110257 3.1606082 1.2353912 0.9799344 0.0662184 210 0 1 0
1.314956 103.8318 259801 2210000 152 11 4.0756970 0.4845685 2.0335818 5.0039201 0.8968871 0.5538456 0.6974810 0.7012591 0.5537407 2.7192850 0.8938912 0.5226507 0.2618240 211 1 1 0
1.315288 103.8317 259816 2300000 130 11 4.1164020 0.4491079 2.0332598 5.0447518 0.9267780 0.5333284 0.7231990 0.6695251 0.5397679 2.6930947 0.9340595 0.5197332 0.2998489 211 1 1 0
1.315385 103.8311 259817 1848500 89 11 4.1576279 0.4480739 2.0607538 5.0844886 0.9862358 0.5622377 0.7399061 0.6766149 0.5774169 2.6325796 0.9496805 0.5687227 0.3130874 211 1 1 0
1.315651 103.8314 259818 2260000 99 11 4.1659576 0.4130410 2.0186784 5.0941857 0.9690635 0.5198769 0.7432025 0.6388728 0.5350812 2.6556647 0.9805965 0.5289602 0.2993946 211 1 1 0
1.318023 103.9240 457266 2149500 183 21 8.9149440 0.3529890 1.0002619 3.4482745 1.0487845 0.5899956 0.9474302 0.2362821 0.1848303 0.5462263 1.1758777 0.5483163 0.1181715 211 1 1 0
1.318045 103.9250 457268 1680000 144 21 9.0184754 0.3281047 0.9539083 3.5613100 0.9716808 0.6372157 0.8689416 0.2362682 0.2311463 0.4900100 1.0876047 0.5733133 0.0913783 211 1 1 0
1.326401 103.8623 328689 1080000 62 3 4.8625557 0.2969202 0.2855543 3.5456211 0.8015928 0.3032512 0.7489298 0.4916299 0.5920662 1.4716477 1.6787949 0.5878506 0.3372570 212 0 0 0
1.287275 103.8279 169568 1550000 122 9 2.6513689 0.1363536 0.1426361 3.2305607 0.1817903 0.3655912 0.1665460 0.4288846 0.3523635 1.3984113 0.1162395 0.1162395 0.1448492 213 0 0 1
1.356477 103.7613 669600 2250000 128 1 12.8603986 0.2187209 1.2063650 3.3459818 2.4974430 0.7977982 1.0018110 0.1282348 0.8339139 4.8562827 0.7767123 0.7888556 0.0922095 214 0 0 0
1.325994 103.8113 286889 2350000 143 10 6.4648708 0.1027411 1.8498012 7.3478543 0.3762343 0.3231453 0.4926636 0.2735719 0.6583577 0.6583577 2.7276630 0.2699976 0.1795242 215 1 1 0
1.325635 103.8107 286890 3600000 224 10 6.4752194 0.1213870 1.8024386 7.3549788 0.4062928 0.2770097 0.4420727 0.3017878 0.5956740 0.5956740 2.7232550 0.2131398 0.1163975 215 1 1 0
1.325600 103.8123 288534 1935000 96 10 6.3552954 0.2157339 1.9689487 7.2408099 0.2589765 0.3254805 0.4604264 0.3619661 0.6908660 0.6908660 2.6329894 0.3028747 0.1388335 215 1 1 0
1.325600 103.8123 288535 1230000 72 10 6.3552954 0.2157339 1.9689487 7.2408099 0.2589765 0.3254805 0.4604264 0.3619661 0.6908660 0.6908660 2.6329894 0.3028747 0.1388335 215 1 1 0
1.309636 103.9247 458554 2300000 232 21 8.6349316 0.1264340 0.9235889 3.6475737 1.0865725 0.2574957 0.6284383 0.1802115 0.8670495 1.4025973 1.8611128 0.2693460 0.1069980 215 0 1 0
1.309659 103.9247 458555 1762500 258 21 8.6418528 0.1328860 0.9303768 3.6531537 1.0934948 0.2584629 0.6218035 0.1817311 0.8738840 1.3990612 1.8559241 0.2661830 0.1113997 215 0 1 0
1.309680 103.9248 458556 1460000 111 21 8.6490443 0.1397336 0.9373575 3.6591336 1.1006644 0.2593464 0.6148360 0.1838746 0.8809239 1.3956935 1.8507647 0.2633413 0.1159964 215 0 1 0
1.312057 103.8951 439422 1580000 122 11 5.7742401 0.1849288 0.8320069 0.7057632 0.3427834 0.2841323 0.7057632 0.4096724 0.7790713 0.7790713 0.3123156 0.3123156 0.1308860 216 1 1 0
1.312019 103.8955 439423 1557500 122 11 5.8040379 0.2201788 0.8606823 0.7231834 0.3431989 0.2763598 0.7231834 0.3935103 0.7997923 0.8162790 0.3234199 0.3234199 0.1629268 216 1 1 0
1.312269 103.8946 439445 1432500 136 11 5.7404883 0.1257160 0.8026629 0.6667210 0.3333251 0.2893010 0.6667210 0.3535083 0.7279127 0.7279127 0.2868386 0.2868386 0.0745878 216 1 1 0
1.341427 103.7664 596733 1378000 138 20 11.4175667 0.1722118 1.6132345 2.8331581 1.0950675 0.5129624 1.0697191 0.1095585 0.4506725 3.3662537 1.3972875 1.0914493 0.2018745 216 0 1 0
1.280543 103.8523 18965 6500000 250 2 0.3869164 0.2447234 0.9883780 0.5606748 0.4497434 1.3110463 0.1414389 0.6845823 1.4705933 3.1874980 0.2182441 0.6933159 0.1134662 223 0 0 1
1.315773 103.9338 469336 1080000 125 16 9.8200274 0.2761420 0.6859193 4.5451070 0.5572100 0.5153285 0.7362918 0.2622817 1.0153849 1.0543367 0.9903381 1.0389335 0.0962617 224 1 0 1
1.316703 103.9339 469337 958000 97 16 9.8664063 0.3586157 0.5937761 4.5499732 0.4576157 0.5192941 0.8303886 0.2629118 0.9195927 0.9960388 0.8905826 0.9447192 0.0639685 224 1 0 1
1.314708 103.9340 469338 1195000 128 16 9.7974414 0.1796501 0.7812699 4.5737488 0.6641514 0.4181045 0.6513428 0.3108177 1.1142152 1.1508923 1.1102755 1.0456497 0.1256104 224 1 0 1
1.347202 103.7709 588132 1620000 143 20 11.3880271 0.2835696 1.9085178 3.5439438 1.0319827 0.6088772 0.8818916 0.4416902 1.1686150 3.6742141 1.2093404 0.7954467 0.0405819 224 1 1 0
1.314428 103.8060 268846 1950000 150 28 6.0878450 0.3955742 1.1802691 6.8882561 0.2052681 0.4053053 0.3592032 0.5195634 0.7620587 0.7620587 2.1255440 1.1410676 0.1185193 226 1 1 0
1.314893 103.8061 268847 2050000 155 28 6.1014808 0.3433280 1.2220964 6.9058531 0.1603701 0.3569299 0.3049462 0.4680037 0.7073093 0.7073093 2.1632056 1.0865209 0.0797151 226 1 1 0
1.315304 103.8062 268848 2658000 190 28 6.1234206 0.3056582 1.2501547 6.9307235 0.1210635 0.3131732 0.2630717 0.4225495 0.6626371 0.6626371 2.1866499 1.0432690 0.0563531 226 1 1 0
1.295549 103.8320 239471 2965000 130 7 2.5228067 0.1594188 0.6168427 3.3226626 0.3661282 0.3407185 0.2039546 0.4483601 0.5145937 2.4161804 0.2126292 0.1741529 0.0624377 228 0 1 0
1.295549 103.8320 239496 3180000 156 7 2.5228067 0.1594188 0.6168427 3.3226626 0.3661282 0.3407185 0.2039546 0.4483601 0.5145937 2.4161804 0.2126292 0.1741529 0.0624377 228 0 1 0
1.330586 103.8886 409044 1549444 85 9 6.6270802 0.0738845 0.3317031 1.4724236 0.3500179 0.2729305 0.5015668 0.8501556 0.8601446 2.1605912 1.3688469 0.4250556 0.0725131 228 1 1 0
1.348044 103.8433 579800 1234000 111 12 7.1701961 0.1795702 0.6909325 6.4526948 0.8346533 0.7806041 0.4419897 0.0740590 0.7419831 1.7429979 0.6411091 0.6411091 0.2281171 230 1 0 1
1.347736 103.8429 579801 1270000 121 12 7.1417983 0.2339890 0.7441091 6.4717529 0.8182499 0.7620955 0.4121059 0.1238380 0.7735330 1.7518445 0.6938710 0.6938710 0.1736329 230 1 0 1
1.342558 103.9550 529869 1360000 135 14 13.2344421 0.2227239 0.3529587 7.4172361 1.2064050 0.2310321 0.1783996 0.2115116 0.4459625 1.4627234 0.2293540 0.2588179 0.0415520 230 1 0 1
1.342005 103.9549 529870 892500 90 14 13.1928344 0.2229040 0.3550552 7.3826117 1.2127138 0.2882857 0.1963099 0.1527461 0.4009205 1.4863823 0.2321425 0.2534696 0.0865002 230 1 0 1
1.342642 103.9545 529871 1214000 90 14 13.1875063 0.1630654 0.4125702 7.3656224 1.1470156 0.2664832 0.1199254 0.2334782 0.4062013 1.4082934 0.1694725 0.1997640 0.1003929 230 1 0 1
1.293869 103.8331 239432 3240000 222 5 2.3182866 0.1528475 0.5836874 3.1037741 0.2744291 0.5424227 0.1033749 0.2332072 0.3515737 2.2968518 0.1320515 0.1166001 0.0438518 231 0 1 0
1.294410 103.8325 239434 3800000 167 5 2.4097584 0.1055931 0.5624031 3.1971003 0.2711615 0.4496990 0.1255639 0.3253599 0.4267666 2.3214973 0.1039958 0.0649447 0.0803298 231 0 1 0
1.294373 103.8325 239435 3874000 130 5 2.4086509 0.1021575 0.5588690 3.1952441 0.2670743 0.4511194 0.1276290 0.3240205 0.4272574 2.3172508 0.0999577 0.0612247 0.0831545 231 0 1 0
1.337160 103.9325 479241 1107500 131 9 10.7771053 0.4680422 0.4479810 4.8752529 0.5116258 0.3801791 0.0751425 0.6644092 0.3520713 1.5460600 1.3964897 0.7768052 0.0873654 232 0 0 1
1.337732 103.9325 479243 1427500 270 9 10.8175705 0.5126456 0.5066730 4.9091368 0.5720924 0.3901828 0.1333773 0.6531393 0.4155404 1.6005177 1.4600982 0.8251332 0.1134910 232 0 0 1
1.336166 103.7822 596288 1950000 134 15 9.6397498 0.1734039 1.6203186 4.4584599 0.7832820 0.4898335 0.1942215 0.3278783 0.3582481 2.1511008 0.5003010 0.1604392 0.0459509 232 1 1 0
1.285076 103.8288 169277 2425000 165 8 2.5289800 0.1942949 0.1944865 3.0507761 0.3352549 0.1901678 0.2293822 0.1923536 0.2908921 1.2069086 0.2340608 0.0727417 0.0852747 234 0 1 0
1.284602 103.8285 169278 2950000 197 8 2.5595181 0.2216788 0.2081154 3.0650685 0.3952959 0.1335600 0.2346851 0.1879275 0.2529693 1.1454620 0.2520680 0.1011824 0.1228650 234 0 1 0
1.297807 103.7662 128041 985000 113 17 9.6155495 0.5071715 0.8098142 4.7354735 0.6995156 0.5633773 1.9398369 0.2039190 1.9391858 2.9103275 0.6476927 0.5689494 0.1440286 234 1 0 1
1.297726 103.7660 128044 1050000 113 17 9.6319149 0.5254769 0.8193468 4.7328351 0.7028523 0.5713658 1.9478512 0.2237069 1.9374024 2.9292510 0.6571530 0.5873221 0.1520065 234 1 0 1
1.315303 103.8446 307462 2750000 125 3 3.5636853 0.3479515 0.6187571 4.4922829 0.6362529 0.0573204 0.5331577 0.1238157 0.3082836 2.7009732 0.2623701 0.2623701 0.1284195 235 0 1 0
1.315172 103.8443 307464 4050000 182 3 3.5553022 0.3475624 0.6441901 4.4849329 0.6401313 0.0340514 0.5442417 0.1213924 0.3329326 2.7253909 0.2660096 0.2660096 0.1505629 235 0 1 0
1.296362 103.8929 437918 1620000 81 1 4.8116858 0.3223261 1.2779495 2.4071990 1.1985511 0.4527941 0.5701478 0.2855756 1.1706088 1.1706088 1.3872281 1.3872281 0.1189833 239 1 1 0
1.297318 103.8926 437986 2501000 191 1 4.8131894 0.2812502 1.2006783 2.3015202 1.1158155 0.3479350 0.5475103 0.2260671 1.1179703 1.1179703 1.3536992 1.3536992 0.0500749 239 1 1 0
1.315386 103.7786 276952 2458800 137 10 8.8294641 0.3141101 1.0285437 4.4929952 0.8757098 0.2231342 0.4510000 0.2332048 0.6397728 0.6397728 1.4503313 0.8068043 0.0495894 239 0 1 0
1.314687 103.7783 276953 2230000 136 10 8.8274213 0.3952797 1.0322926 4.5001463 0.8385382 0.2049966 0.3753875 0.2255669 0.6926924 0.6926924 1.4250562 0.7725246 0.0885370 239 0 1 0
1.314441 103.7779 276954 2550000 139 10 8.8601899 0.4320626 1.0700501 4.4710640 0.7910254 0.2414331 0.3565810 0.2657856 0.7461891 0.7461891 1.4463580 0.7262572 0.1175671 239 0 1 0
1.307383 103.8390 229809 4840000 124 4 2.9485686 0.3494131 1.0384434 3.8848967 0.5349962 0.7732410 0.5889025 0.7279951 0.3510577 3.7474391 0.5297557 0.7100830 0.4983913 240 0 1 0
1.336437 103.8686 357905 1560000 112 8 6.1286263 0.2247721 0.6739248 3.3993230 1.2924210 0.4739865 0.4068790 0.8965211 0.6661462 1.5336116 1.6109696 0.4386238 0.1830328 240 0 1 0
1.335766 103.8691 357907 1465000 111 8 6.0777944 0.1575182 0.5814383 3.3049107 1.3500776 0.4572476 0.4385084 0.8000849 0.6462852 1.6023197 1.6683141 0.3976566 0.1364472 240 0 1 0
1.333822 103.7864 589650 1315000 88 9 9.1160158 0.2180885 1.0918364 4.9064157 1.3116222 0.5170476 0.3417056 0.3826884 0.4341606 1.8970888 1.0262866 0.4396805 0.0860747 242 0 1 0
1.333821 103.7863 589651 1980000 128 9 9.1183362 0.2207410 1.0943933 4.9034095 1.3090338 0.5198195 0.3393667 0.3816560 0.4312063 1.8965866 1.0238395 0.4376557 0.0878540 242 0 1 0
1.334162 103.7868 589652 1850000 125 9 9.1034624 0.1606187 1.0729574 4.9519852 1.3342061 0.4911483 0.3597102 0.3691589 0.4870000 1.9407746 1.0445110 0.4481258 0.0342575 242 0 1 0
1.334192 103.7868 589653 2095000 139 9 9.1025971 0.1558435 1.0716687 4.9557345 1.3360477 0.4893875 0.3614577 0.3682387 0.4914516 1.9446233 1.0460149 0.4490040 0.0308614 242 0 1 0
1.333671 103.7866 589655 2125000 140 9 9.0823233 0.2031746 1.0578219 4.9357845 1.3456312 0.4834567 0.3754793 0.4099980 0.4598808 1.8846314 1.0602267 0.4724850 0.0903985 242 0 1 0
1.341225 103.9554 529874 1267600 125 13 13.1996292 0.3115254 0.3027778 7.4041771 1.2956110 0.3426184 0.2953866 0.0669715 0.4176800 1.5824501 0.3221566 0.3362961 0.1244959 242 1 0 1
1.341225 103.9554 529878 1350000 142 13 13.2024579 0.3142715 0.2996035 7.4072039 1.2985994 0.3416510 0.2976995 0.0681669 0.4207776 1.5850347 0.3248683 0.3391909 0.1232321 242 1 0 1
1.341234 103.9554 529880 1498888 160 13 13.2020661 0.3128899 0.3004073 7.4066150 1.2972911 0.3409847 0.2962777 0.0687174 0.4201003 1.5836281 0.3234803 0.3378475 0.1226865 242 1 0 1
1.316246 103.9414 466503 1535000 155 23 10.6283216 0.1924387 0.7323564 5.3845742 0.8073200 0.3149066 0.3598090 0.3374396 0.4802990 0.4802990 1.0035763 0.8869787 0.1461856 242 1 1 0
1.316803 103.9415 466504 1309888 115 23 10.6605131 0.1303034 0.6967629 5.3945241 0.7829269 0.3633951 0.4221669 0.2758147 0.4543986 0.4543986 0.9463818 0.8248940 0.2080461 242 1 1 0
1.316341 103.9407 466502 1440000 116 24 10.5589249 0.2207684 0.6739591 5.3066819 0.7391583 0.2620350 0.3751454 0.3041420 0.5524253 0.5524253 0.9786109 0.8823515 0.1457801 242 1 1 0
1.316722 103.9408 466506 1367500 115 24 10.5854111 0.1805632 0.6497588 5.3181252 0.7239218 0.2891681 0.4151887 0.2739561 0.5314923 0.5314923 0.9389566 0.8388863 0.1869013 242 1 1 0
1.294601 103.8283 248348 1802500 80 0 2.8360448 0.0986006 0.3950665 3.5816609 0.4079234 0.2173554 0.5883647 0.5773865 0.6449046 2.1974201 0.4223050 0.2300748 0.0325922 248 1 0 0
1.310501 103.8008 278743 1900000 92 3 6.3615768 0.1738939 0.4744164 6.9790553 0.3920414 0.5010876 0.5235097 0.6006106 1.1882281 1.4180067 1.4341469 0.6071953 0.0852035 248 0 1 0
1.310575 103.7999 278745 3900000 185 3 6.4584410 0.0757631 0.3789715 6.8783274 0.4010094 0.4822051 0.4185359 0.4968768 1.1927573 1.4745323 1.3364332 0.5025724 0.1554832 248 0 1 0
1.309895 103.7999 278746 3100000 92 3 6.4200008 0.0819540 0.3602976 6.9105581 0.3256521 0.4086417 0.4406334 0.5258488 1.1172483 1.5312849 1.3195928 0.5103145 0.1977995 248 0 1 0
1.305608 103.8381 229811 3455000 159 11 2.8243506 0.3850131 1.0461971 3.7550111 0.7433301 0.9887455 0.5732040 0.9405800 0.5577115 3.7128779 0.3122641 0.5122385 0.3843793 248 0 1 0
1.305543 103.8387 229813 3219444 184 11 2.7850449 0.4368363 0.9829482 3.7176866 0.7410555 0.9782429 0.5627413 0.8997686 0.5247129 3.7337762 0.3332738 0.5584944 0.4043396 248 0 1 0
1.305844 103.8389 229814 1794000 112 11 2.8062621 0.4662447 0.9796417 3.7399271 0.7063539 0.9421980 0.5964192 0.8734838 0.4886176 3.7704399 0.3697429 0.5904731 0.4409116 248 0 1 0
1.428819 103.7822 738207 1175000 141 16 17.8257159 0.1719790 0.7774384 1.0333758 1.7207387 0.7705475 0.9965754 0.9176184 0.4849133 6.4220185 0.8989954 0.1207692 0.1700506 248 1 0 1
1.429066 103.7820 738209 1250000 183 16 17.8621989 0.1670757 0.7388634 1.0221215 1.6857841 0.7673077 0.9605859 0.8823234 0.4508186 6.4442162 0.8895520 0.1005920 0.1344977 248 1 0 1
1.429066 103.7820 738210 1438000 191 16 17.8621989 0.1670757 0.7388634 1.0221215 1.6857841 0.7673077 0.9605859 0.8823234 0.4508186 6.4442162 0.8895520 0.1005920 0.1344977 248 1 0 1
1.429066 103.7820 738211 1042500 150 16 17.8621989 0.1670757 0.7388634 1.0221215 1.6857841 0.7673077 0.9605859 0.8823234 0.4508186 6.4442162 0.8895520 0.1005920 0.1344977 248 1 0 1
1.291701 103.8340 239426 2290000 114 19 2.1231311 0.3431622 0.5970071 2.8770878 0.3229719 0.5972038 0.3343151 0.1639242 0.3510313 2.1325418 0.3132805 0.3322432 0.1178752 248 1 1 0
1.246774 103.8444 98449 3850000 244 6 4.1967991 2.9241420 3.2007464 3.4486156 3.3135909 0.2965658 3.3259119 1.2947782 3.2375793 3.8820523 2.9571273 0.5094284 2.4766392 249 0 0 1
1.245420 103.8436 98450 3550000 188 6 4.3618434 3.0729453 3.3467410 3.6207340 3.4612592 0.3183869 3.4341783 1.1248410 3.3741534 3.9545456 2.9959782 0.4562676 2.4598788 249 0 0 1
1.245531 103.8437 98451 3227500 219 6 4.3469711 3.0607040 3.3349318 3.6043460 3.4492087 0.3172087 3.4367499 1.1436459 3.3636888 3.9521362 2.9972258 0.4646421 2.4668316 249 0 0 1
1.304950 103.8371 229658 1935000 93 2 2.8269322 0.2471154 1.1408120 3.7512090 0.8432844 0.9682336 0.5278571 0.9804999 0.6902307 3.5982340 0.2024031 0.3762672 0.2886877 250 1 1 0
1.304789 103.8379 229660 3800000 169 2 2.7621326 0.3188662 1.0491993 3.6897199 0.8377499 1.0451845 0.4871224 0.9012902 0.6458198 3.6190420 0.2176515 0.4359223 0.2897513 250 1 1 0
1.327827 103.9115 417455 1160000 113 9 8.2674642 0.2762587 0.7216144 2.3244797 0.6570305 0.3469413 0.7742786 0.3653810 0.3516159 1.8107906 2.3264983 0.4526186 0.0761049 250 0 1 0
1.328097 103.9118 417456 1145000 113 9 8.3109220 0.3036728 0.6819157 2.3667309 0.6163659 0.3571105 0.7983001 0.3396855 0.3252855 1.7917916 2.3175252 0.4881454 0.0613055 250 0 1 0
1.328281 103.9121 417471 1205500 113 9 8.3515440 0.3253736 0.6420961 2.4075645 0.5836768 0.3620403 0.8141013 0.3114950 0.3131471 1.7667779 2.2862339 0.5166605 0.0646505 250 0 1 0
1.328377 103.9124 417472 1490000 144 9 8.3815638 0.3398270 0.6108985 2.4385023 0.5632855 0.3634415 0.8222387 0.2878734 0.3126921 1.7439465 2.2593038 0.5355656 0.0779949 250 0 1 0
1.324291 103.8045 269197 1758000 87 17 6.8840028 0.4508047 1.1845612 6.9895169 0.9019739 0.5024264 0.3473028 0.1121459 0.5525794 0.5525794 2.6327002 0.6440083 0.3377184 251 0 0 1
1.324173 103.8052 269198 2185000 162 17 6.8101616 0.4383589 1.2680933 7.0766795 0.8805482 0.5640869 0.2979487 0.0290642 0.4823727 0.4823727 2.6824118 0.5570456 0.3013659 251 0 0 1
1.324660 103.8049 269199 2030000 147 17 6.8738064 0.4101800 1.2120400 7.0322660 0.9369866 0.4986789 0.2836376 0.0754351 0.5475778 0.5475778 2.6958557 0.6006455 0.2821430 251 0 0 1
1.324832 103.8042 269200 1345000 101 17 6.9458289 0.4020052 1.1321608 6.9516338 0.9658561 0.4358610 0.3372770 0.1542970 0.6155672 0.6155672 2.6572182 0.6815153 0.2992291 251 0 0 1
1.325030 103.8035 269201 2200000 175 17 7.0209375 0.3189622 1.0500517 6.8693099 1.0035985 0.3768400 0.4004504 0.2369103 0.6893056 0.6893056 2.6218857 0.7642587 0.3345876 251 0 0 1
1.325163 103.8029 269203 1730000 127 17 7.0802659 0.2522689 0.9845727 6.8026160 1.0352670 0.3393501 0.4575814 0.3034327 0.7488932 0.7488932 2.5922194 0.8162218 0.3765215 251 0 0 1
1.324708 103.8030 269204 1950000 171 17 7.0385794 0.2831768 1.0177490 6.8212244 0.9835051 0.3911525 0.4633113 0.2794711 0.7087064 0.7087064 2.5603910 0.8115060 0.3981260 251 0 0 1
1.389729 103.8567 806746 1210000 189 17 11.7521600 0.3100336 2.5117407 5.3706364 1.8975942 0.3100336 1.5807541 0.1721505 1.5703494 1.5703494 1.3623299 1.3526321 0.1802205 252 1 0 1
1.389729 103.8567 806747 940000 119 17 11.7521600 0.3100336 2.5117407 5.3706364 1.8975942 0.3100336 1.5807541 0.1721505 1.5703494 1.5703494 1.3623299 1.3526321 0.1802205 252 1 0 1
1.389729 103.8567 806748 1035000 135 17 11.7521600 0.3100336 2.5117407 5.3706364 1.8975942 0.3100336 1.5807541 0.1721505 1.5703494 1.5703494 1.3623299 1.3526321 0.1802205 252 1 0 1
1.316962 103.7749 597593 1292500 131 19 9.2696603 0.4605929 0.7001003 4.0532975 0.5457434 0.6529425 0.7494507 0.6689819 0.8240122 1.0222512 1.2128257 0.4713180 0.2217791 254 1 0 1
1.316510 103.7754 597594 1070000 86 19 9.2021326 0.4306127 0.7668724 4.1221576 0.5679990 0.5829211 0.6791610 0.5998131 0.8717448 0.9710547 1.2560186 0.4936960 0.1709919 254 1 0 1
1.316702 103.7760 597595 1250000 89 19 9.1526777 0.3647229 0.8179970 4.1692278 0.6341794 0.5403535 0.6669246 0.5547697 0.9074320 0.9074320 1.3214099 0.5599443 0.1059110 254 1 0 1
1.344351 103.9643 486843 990000 113 17 14.2359648 0.1705566 0.7520235 8.4536844 2.1948062 0.3303444 0.4403954 0.3502597 1.0515679 2.2400622 1.1543138 1.0556949 0.2563921 256 1 1 0
1.344959 103.9632 486850 960000 93 17 14.1600156 0.2355583 0.6742661 8.3625188 2.0688818 0.2472475 0.4189237 0.2734471 0.9592784 2.1029484 1.1630582 1.0237350 0.1790127 256 1 1 0
1.326670 103.8116 288408 1347500 84 18 6.4895018 0.1063006 1.8809699 7.3762666 0.3907431 0.4061816 0.5359255 0.2245350 0.7449506 0.7449506 2.7705823 0.3563407 0.2409471 256 1 1 0
1.244021 103.8428 98529 4590000 259 5 4.5305826 3.2292352 3.5005446 3.7945798 3.6163694 0.4272787 3.4803732 0.9611172 3.5200713 4.0426309 3.0545666 0.4778206 2.4663778 264 0 0 1
1.243254 103.8420 98530 3500000 193 5 4.6353721 3.3182470 3.5865154 3.9092609 3.7037440 0.4998236 3.4716026 0.8305670 3.5974838 4.0665247 3.0561719 0.4866663 2.4304555 264 0 0 1
1.243229 103.8420 98532 2698000 176 5 4.6374646 3.3208716 3.5892289 3.9108811 3.7064196 0.5026245 3.4754531 0.8308900 3.6004148 4.0702494 3.0600068 0.4903891 2.4342325 264 0 0 1
1.244311 103.8427 98535 1850000 113 5 4.5027981 3.1975559 3.4683248 3.7704055 3.5844070 0.3920496 3.4457118 0.9690596 3.4865239 4.0062835 3.0191516 0.4430754 2.4349874 264 0 0 1
1.294942 103.8313 239403 2350000 83 20 2.5535269 0.1360362 0.5193069 3.3364131 0.2886414 0.3079421 0.2551744 0.4671287 0.5665587 2.3271312 0.1628428 0.1374224 0.0843022 264 0 1 0
1.276631 103.8246 99309 2150000 179 29 3.0963445 0.2701896 0.3617566 3.3468824 0.4051901 0.3702818 1.0806897 0.7256198 0.1630632 0.1630632 1.1296697 1.0441445 0.1281673 264 1 1 0
1.276016 103.8241 99310 2030000 184 29 3.1658431 0.2746937 0.2759385 3.3994290 0.4478422 0.3221930 1.1603349 0.6619758 0.0856864 0.0856864 1.2096944 1.0528423 0.0971466 264 1 1 0
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1.353445 103.7605 669587 1220000 126 13 12.7298521 0.1257458 0.9117833 3.0271824 2.3252980 0.4789437 1.1313243 0.2219428 0.6997410 4.6925447 0.9850591 0.7212750 0.0657503 270 1 1 0
1.353187 103.7611 669626 1210000 117 13 12.6548968 0.2033669 0.9562468 3.0551154 2.2524198 0.4994000 1.2079839 0.2413447 0.7751710 4.7591698 0.9376174 0.7388157 0.1211746 270 1 1 0
1.333794 103.8088 289850 2000000 183 35 7.2895575 0.7033998 1.6381908 7.4022860 1.2221930 0.8082909 0.8561631 0.2329170 1.4276201 1.4276201 3.3877362 0.3483634 0.7778312 272 1 0 1
1.334402 103.8087 289851 1512500 167 35 7.3501367 0.7645729 1.6482492 7.3889733 1.2883732 0.8102081 0.9182830 0.3015031 1.4943782 1.4943782 3.3524855 0.3937486 0.8290208 272 1 0 1
1.335024 103.8084 289852 1630000 159 35 7.4234542 0.8249146 1.6455637 7.3586257 1.3643316 0.8019868 0.9795570 0.3267517 1.5624606 1.5624606 3.3306400 0.4389516 0.8588722 272 1 0 1
1.335792 103.8084 289853 1680000 159 35 7.4877920 0.9089581 1.6835495 7.3629914 1.4396892 0.8380943 1.0637812 0.3253272 1.6476799 1.6476799 3.2743224 0.5181783 0.9238990 272 1 0 1
1.331265 103.8406 297724 4577500 262 5 5.3882297 0.2718934 0.2294258 6.0126857 0.8855857 0.2320765 0.6200943 0.7509367 0.2502628 1.7204148 1.2307808 0.7437534 0.1499071 273 0 1 0
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1.331673 103.8416 297727 2920000 172 5 5.4080313 0.3315389 0.1210251 5.9131187 0.7911295 0.1790781 0.5726851 0.7146962 0.1619414 1.5973874 1.2424658 0.6216232 0.2645827 273 0 1 0
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1.292333 103.8246 249103 2125000 139 6 3.1298689 0.3735437 0.4760808 3.7996997 0.4943516 0.2867277 0.7413454 0.5271305 0.1661057 1.8967770 0.7102704 0.2705835 0.1672795 275 0 1 0
1.292624 103.8244 249105 1705000 99 6 3.1589894 0.4113412 0.5056699 3.8329585 0.5323321 0.2992201 0.7787938 0.5572375 0.1777823 1.9286179 0.7480666 0.2830237 0.1933694 275 0 1 0
1.292588 103.8244 249107 2039888 122 6 3.1649197 0.4131492 0.5113871 3.8376360 0.5338149 0.3073092 0.7778055 0.5526723 0.1702847 1.9244733 0.7475315 0.2911079 0.1881645 275 0 1 0
1.317249 103.7615 128803 869800 76 18 10.6676290 0.2451164 0.5954910 2.7741234 0.5475729 0.3617332 0.4591786 0.4781006 0.2490858 2.5147310 0.3945181 0.3945181 0.0420358 276 1 0 1
1.317265 103.7610 128805 850000 75 18 10.7231767 0.2012339 0.6436489 2.7280156 0.5861942 0.4201724 0.5120759 0.4373970 0.2660214 2.5732914 0.4417466 0.4417466 0.0753845 276 1 0 1
1.318146 103.8305 258709 3103000 154 1 4.4571465 0.2201144 1.8823000 5.3869296 1.1955131 0.4626495 0.5047080 0.4482247 0.4392004 2.5028081 1.2292457 0.3915505 0.1749005 278 0 1 0
1.317258 103.8300 258710 2030000 93 1 4.4027690 0.3255679 1.9902951 5.3296177 1.1915074 0.5458756 0.5066075 0.5582186 0.4939004 2.4634055 1.1233206 0.4026535 0.2248066 278 0 1 0
1.316283 103.7535 127466 1380000 117 10 11.4768773 0.0601165 0.8580633 2.2477773 0.7858035 0.9996576 1.3021810 0.3279913 0.5579303 3.4094458 1.2039067 0.7967835 0.1662411 280 0 0 0
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1.316562 103.7527 127470 1630000 158 10 11.5661562 0.1298748 0.7748284 2.1761395 0.8711839 0.9127941 1.3885572 0.4169253 0.6394420 3.4927914 1.2910516 0.8816420 0.1128420 280 0 0 0
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1.317246 103.7534 127474 1542500 116 10 11.5164266 0.1669226 0.7879706 2.1562628 0.8605017 0.9401234 1.3217122 0.3741344 0.6430300 3.4150845 1.2275954 0.8728875 0.2212761 280 0 0 0
1.349274 103.7491 658074 1275000 137 11 13.5058688 0.2543538 0.5307322 1.9428794 1.4141822 0.6087926 0.0669373 1.1888543 0.6351436 3.3727947 0.0419188 0.0419188 0.1604132 280 0 0 1
1.289576 103.8296 169586 1145000 94 22 2.5104655 0.1629700 0.1939073 3.1644950 0.1781482 0.1952456 0.4715512 0.2766242 0.6724156 1.7035370 0.4368977 0.3146671 0.1490823 280 1 0 1
1.290080 103.8299 169588 1390000 115 22 2.4961410 0.1299451 0.1712043 3.1651131 0.2357195 0.1723432 0.4711045 0.2264495 0.7194050 1.7664352 0.4575220 0.3445490 0.1355569 280 1 0 1
1.322407 103.9444 469296 1281500 224 30 11.1865151 0.1961169 0.4645925 5.7357980 0.4118818 0.2697393 0.5918219 0.2848524 0.5583602 0.5583602 0.6328990 0.3675886 0.0595270 280 1 0 1
1.322478 103.9456 469297 1570000 211 30 11.3208454 0.1020757 0.5789912 5.8779132 0.5376575 0.2019384 0.5403599 0.1864416 0.5523757 0.5523757 0.7584043 0.4890012 0.1519031 280 1 0 1
1.321473 103.9444 469298 1550000 224 30 11.1464375 0.0964991 0.5342092 5.7270107 0.4700555 0.2123639 0.6878048 0.3586332 0.4581740 0.4581740 0.6864574 0.4328388 0.1265493 280 1 0 1
1.327935 103.8432 329425 1350000 84 2 4.9680495 0.2742671 0.2432871 5.6531801 1.1402608 0.2722394 0.7028110 0.3470957 0.2776323 1.6660017 0.8027497 0.4867374 0.1530010 282 0 1 0
1.328001 103.8432 329426 1800000 112 2 4.9752955 0.2769827 0.2362014 5.6549816 1.1331054 0.2651588 0.6968373 0.3542677 0.2841096 1.6617277 0.8100313 0.4874230 0.1598410 282 0 1 0
1.332005 103.9421 486060 1140000 149 11 11.4118509 0.1323675 0.2022268 5.6790971 0.3776514 0.5338993 0.7246346 0.2271909 0.2776882 0.9054946 0.8301913 0.4411984 0.2257732 288 1 0 1
1.332466 103.9423 486061 984000 111 11 11.4548315 0.1199323 0.2148416 5.7138978 0.4016750 0.5414896 0.7487734 0.1862142 0.2435184 0.9609249 0.8856807 0.4518011 0.1796911 288 1 0 1
1.327117 103.9428 466665 840000 88 21 11.2348308 0.1532596 0.3009200 5.6278657 0.3714345 0.4437919 0.4247435 0.4972164 0.5401553 0.5401553 0.4451732 0.3443992 0.1469978 288 1 0 1
1.294556 103.8352 238359 6500000 319 29 2.1625957 0.3879903 0.8176256 2.9843545 0.5057797 0.7127225 0.1762841 0.1916994 0.1450118 2.4700663 0.3700966 0.3479457 0.1636350 288 1 1 0
1.317040 103.7785 276693 3025000 202 3 8.9117927 0.1361513 1.0770673 4.4074166 0.9087681 0.3797161 0.6346341 0.3373421 0.6275126 0.6275126 1.5826773 0.8238157 0.1770139 289 1 1 0
1.316272 103.7781 276697 2875000 196 3 8.9191770 0.2322824 1.0549330 4.4008720 0.8400969 0.3329471 0.5528528 0.3394986 0.6765770 0.6765770 1.5478854 0.7680987 0.0893927 289 1 1 0
1.317386 103.7777 276698 1877500 94 3 9.0075161 0.1602099 0.9832549 4.3116872 0.8407813 0.4569803 0.6809544 0.4330118 0.7172092 0.7172092 1.5235358 0.7666125 0.1108841 289 1 1 0
1.363372 103.8313 579981 1820000 146 31 9.0945119 0.2199540 1.3286766 8.5112619 0.9527811 0.4783397 0.1447650 0.2851697 1.1117783 1.1410970 0.9630623 0.7621588 0.2348160 290 1 1 0
1.388553 103.8517 809694 1330000 115 22 11.6072638 0.2517037 2.1454005 5.9421440 1.4876733 0.3384270 1.0606473 0.1839259 1.5252848 1.5252848 1.8972274 1.3311111 0.4195823 292 1 0 0
1.388495 103.8537 809688 1160000 115 23 11.6034437 0.2251821 2.2290944 5.7319551 1.6740327 0.2251821 1.2275050 0.2404740 1.4600365 1.4600365 1.6736981 1.2529256 0.3846357 292 1 0 0
1.387975 103.8541 809689 1330000 153 23 11.5469179 0.2800712 2.2001584 5.7047312 1.6870991 0.2800712 1.2347853 0.2250491 1.3944612 1.3944612 1.6206544 1.1855372 0.4378385 292 1 0 0
1.387969 103.8536 809690 1380000 153 23 11.5449232 0.2841216 2.1731548 5.7589793 1.6384278 0.2841216 1.1867809 0.2819888 1.4045244 1.4045244 1.6778427 1.1985516 0.4421013 292 1 0 0
1.296315 103.8258 248730 5375000 295 25 3.1728326 0.2696283 0.6681382 3.9223538 0.7482188 0.3729880 0.7205911 0.9120577 0.6094096 2.3448872 0.7525207 0.3859341 0.3184967 292 1 1 0
1.295781 103.8265 248741 3900000 210 28 3.0734077 0.1738887 0.5779919 3.8212952 0.6471461 0.3038985 0.7985165 0.8117496 0.5968842 2.2938520 0.6542336 0.3077624 0.2457737 292 1 1 0
1.298243 103.7646 126793 1200000 117 1 9.7954570 0.4891558 0.7846999 4.5990568 0.6189968 0.5308861 1.8892160 0.2924669 1.8101821 2.9992325 0.6264875 0.4850127 0.0841283 295 0 0 1
1.298076 103.7643 126794 1510000 121 1 9.8252090 0.5104058 0.8111887 4.5969008 0.6363150 0.5578810 1.9090985 0.2579953 1.8113783 3.0360484 0.6544098 0.4980864 0.0594736 295 0 0 1
1.304316 103.8490 228490 1045000 51 7 2.2777904 0.1247040 0.2704454 3.1933151 0.2730423 0.5946287 0.2375913 0.1729574 0.3294919 3.7239936 0.2652794 0.2652464 0.1638376 295 0 1 0
1.304443 103.8489 228491 1660000 93 7 2.2929626 0.1219238 0.2721552 3.2090711 0.2693530 0.5876466 0.2277567 0.1620245 0.3223356 3.7118619 0.2687361 0.2687075 0.1809382 295 0 1 0
1.303558 103.8487 228492 1900000 55 7 2.1984004 0.0927664 0.1987964 3.1173692 0.3583939 0.6831167 0.3272205 0.1751437 0.2960705 3.8122505 0.3351917 0.3351461 0.1442880 295 0 1 0
1.303583 103.8488 228493 1535000 84 7 2.2006894 0.0947636 0.2030078 3.1193736 0.3541929 0.6790750 0.3235227 0.1762229 0.2991024 3.8089281 0.3308603 0.3308147 0.1418776 295 0 1 0
1.303497 103.8491 228495 1638000 84 7 2.1857271 0.1385965 0.2392783 3.1011855 0.3392537 0.6679678 0.3218973 0.2176859 0.3430562 3.7662507 0.3033359 0.3032837 0.0978779 295 0 1 0
1.347761 103.9629 486069 1375000 189 13 14.2785423 0.1012714 0.6709092 8.4437526 2.0434455 0.4865363 0.6985860 0.0816410 0.6465852 1.8832444 1.2302617 0.7169741 0.0944692 295 0 1 0
1.342956 103.9632 486828 863000 78 18 14.0540343 0.1009986 0.5853947 8.2846576 2.0876239 0.2096773 0.2457453 0.3603838 1.1789345 2.2535184 0.9878848 0.9035199 0.1270517 297 1 1 0
1.309495 103.9186 458968 2325000 196 31 7.9927633 0.4737354 0.4974096 3.0023798 0.5253770 0.2871952 0.4930050 0.1422112 0.4347728 1.6665681 1.6171988 0.6366790 0.1340285 298 1 1 0
1.308258 103.9190 458970 2125000 196 31 7.9894930 0.4814942 0.3790219 3.0926879 0.4609830 0.3610215 0.4717880 0.0472172 0.3136905 1.7599183 1.6315118 0.5459805 0.1755696 298 1 1 0
1.359303 103.9655 507009 1075000 118 12 15.2012844 0.2010583 0.6743134 8.6761623 2.7761879 0.5866563 1.3025762 0.3036189 0.7666145 1.4817719 2.2817857 0.8215190 0.3037361 299 1 1 0
1.358662 103.9653 507012 950000 120 12 15.1394603 0.2643667 0.5983916 8.6961559 2.7148819 0.5134241 1.2595828 0.3768517 0.6922195 1.5453647 2.2292722 0.7509413 0.3550029 299 1 1 0
1.359307 103.9647 507013 815000 104 12 15.1267785 0.1920560 0.6416178 8.6034993 2.7018113 0.5394681 1.2162653 0.3369647 0.7225278 1.4634261 2.2133623 0.7647835 0.2670878 299 1 1 0
1.357877 103.7627 669592 1127500 99 16 12.8374369 0.1418449 1.4268245 3.5653754 2.5221611 0.6795206 0.7815193 0.2201065 1.0356476 5.0461910 0.6071562 0.5777202 0.0385688 299 1 1 0
1.358668 103.7622 669610 1200000 115 16 12.9375538 0.0402466 1.4534325 3.5978367 2.6267996 0.7112721 0.7620580 0.2008369 1.0235534 5.0144527 0.5750361 0.6012645 0.0296047 299 1 1 0
1.341500 103.9537 529901 1265000 87 1 13.0511405 0.1547809 0.4852526 7.2401904 1.1119018 0.3225131 0.1778766 0.1881765 0.2602952 1.4172835 0.1671305 0.1649611 0.0613937 301 1 0 1
1.293840 103.8386 237988 1311200 55 4 1.8010586 0.3490164 0.7217232 2.6568276 0.6388640 0.9462382 0.5698928 0.4240479 0.2611926 2.6203929 0.4036513 0.4163278 0.2387006 302 0 1 0
1.294161 103.8380 237990 3605000 160 4 1.8746937 0.4229621 0.7672803 2.7272910 0.6905992 0.9620138 0.5000464 0.3737022 0.1977662 2.6090670 0.4781813 0.3877119 0.2469096 302 0 1 0
1.340292 103.7165 648923 1190000 206 0 16.2646637 0.3402165 0.3045165 2.9735471 0.6875107 0.4183519 0.6391840 0.0876173 0.2589300 0.7052528 1.2039456 0.7808935 0.0407650 304 1 0 1
1.341862 103.7184 648927 1180000 93 0 16.1446701 0.3605611 0.2726346 2.8318093 0.7241079 0.2896538 0.3711516 0.1999106 0.4135811 0.4835104 1.4286230 0.7906095 0.2638638 304 1 0 1
1.425631 103.8248 759075 1030000 170 14 15.9988459 0.0815288 0.5493060 4.4469507 0.7696807 0.7093221 1.1988821 0.1939874 0.6727542 2.1481807 1.3368772 1.2056824 0.1028568 304 0 0 1
1.424927 103.8250 759150 823000 110 14 15.9169382 0.1147774 0.6044258 4.4964457 0.8239551 0.7561496 1.2023008 0.2637066 0.6791770 2.1812454 1.3386552 1.2094913 0.0572649 304 0 0 1
1.424609 103.8249 759151 800000 108 14 15.8844550 0.1246953 0.6413477 4.4959396 0.8607367 0.7921598 1.2014466 0.3003525 0.7064243 2.2143384 1.3633968 1.2108843 0.0844913 304 0 0 1
1.424315 103.8245 759152 1320444 113 14 15.8603179 0.1269134 0.6892877 4.4660810 0.9091990 0.8425783 1.2121188 0.3412486 0.7592510 2.2672868 1.4152055 1.2216539 0.1231826 304 0 0 1
1.424748 103.8244 759153 792500 110 14 15.9108896 0.0757002 0.6559910 4.4339167 0.8763449 0.8138391 1.2568401 0.3012037 0.7523693 2.2470592 1.4127933 1.2663315 0.1319453 304 0 0 1
1.425720 103.8246 759155 808000 106 14 16.0126025 0.0667496 0.5531016 4.4230477 0.7732946 0.7158049 1.2163232 0.1934794 0.6901273 2.1580365 1.3545733 1.2230414 0.1264976 304 0 0 1
1.312498 103.9332 455286 900000 67 30 9.6325937 0.2781769 1.0406127 4.5140569 0.6079984 0.1586878 0.4143936 0.4225776 1.2864367 1.2864367 1.3434378 0.9176078 0.0841520 307 1 1 0
1.312149 103.9334 455287 1160000 83 30 9.6435778 0.2810092 1.0668617 4.5442381 0.5638110 0.1408921 0.4116263 0.4684514 1.3324785 1.3324785 1.3840276 0.9413164 0.0943739 307 1 1 0
1.313894 103.9346 466402 1064000 93 30 9.8340697 0.0783178 0.8395925 4.6536183 0.7361330 0.3753725 0.6357995 0.3889638 1.1738957 1.2658472 1.2126693 1.0944871 0.0713313 307 1 1 0
1.313894 103.9346 466403 1150000 99 30 9.8340697 0.0783178 0.8395925 4.6536183 0.7361330 0.3753725 0.6357995 0.3889638 1.1738957 1.2658472 1.2126693 1.0944871 0.0713313 307 1 1 0
1.314627 103.8413 307953 1615000 115 11 3.5879461 0.2373971 0.9809406 4.5259497 0.3428787 0.0779351 0.3842719 0.3254083 0.5739910 2.9378000 0.4019076 0.4019076 0.0590035 311 1 0 1
1.314808 103.8420 307990 1830000 91 11 3.5847799 0.2355305 0.9075234 4.5215131 0.4061373 0.1473562 0.4600956 0.2581164 0.5360306 2.8835871 0.3431951 0.3431951 0.1348154 311 1 0 1
1.301286 103.8467 228459 2272500 96 8 1.9953702 0.0711013 0.1713875 2.9302444 0.6926533 0.9549173 0.3201071 0.3402555 0.2938067 3.8324311 0.1970135 0.1970135 0.2574760 313 0 0 0
1.301025 103.8464 228462 2080000 128 8 1.9786408 0.0578288 0.2117357 2.9152257 0.7406375 0.9991198 0.2829315 0.3026324 0.3151229 3.7840045 0.1489932 0.1489932 0.2204530 313 0 0 0
1.285697 103.8439 228463 1395000 85 8 0.8583542 0.2154404 0.2871751 1.5994987 0.2078766 0.8911415 0.2069235 0.3110589 1.2011271 2.4926721 0.1253851 0.1253851 0.0621660 313 0 0 0
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1.298708 103.8278 249565 1700000 94 19 3.1043078 0.3630954 0.8544505 3.9058898 0.8023637 0.2755655 0.6217032 0.9892981 0.9478785 2.6347477 0.7317956 0.6353292 0.0870569 325 1 0 1
1.298164 103.8272 249566 2202500 166 19 3.1316847 0.3166582 0.8062849 3.9205489 0.7867013 0.2763347 0.6175760 0.9705075 0.8620234 2.5652455 0.7346680 0.5686850 0.1328059 325 1 0 1
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1.297342 103.8881 437978 2070000 194 5 4.3431367 0.1450380 0.7817023 2.3619839 0.7263833 0.3932775 0.2665493 0.1958484 0.6311972 0.6311972 1.4133423 1.2398524 0.0676349 327 0 1 0
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1.435726 103.8234 757708 770000 104 14 17.1271018 0.2915163 0.4818712 4.1153163 0.7240432 0.5980764 1.0840339 0.5623932 1.0630077 1.7718004 0.6990834 0.6990834 0.3344005 328 1 1 0
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1.353139 103.7680 598719 1160000 118 20 12.0492379 0.6275396 1.6592171 3.6226525 1.7597552 0.7555942 1.1045011 0.4773698 1.4605880 4.4054913 0.5132906 0.7737030 0.2476491 328 0 1 0
1.353467 103.7675 598720 1360000 139 20 12.1172868 0.6696313 1.6154279 3.5995241 1.8208514 0.7258300 1.0664234 0.4526221 1.4234911 4.4625912 0.4827585 0.7346093 0.2833773 328 0 1 0
1.354187 103.7683 598723 1291500 125 20 12.1021926 0.7427792 1.7238536 3.7168054 1.8477721 0.6379796 0.9905570 0.3588114 1.3456502 4.5008632 0.3967713 0.6612739 0.1712525 328 0 1 0
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1.335722 103.8697 357902 655000 37 3 6.0942461 0.1835948 0.5246046 3.2504657 1.4141882 0.5024461 0.4202401 0.7626090 0.6879053 1.6667525 1.6604437 0.4306921 0.0890036 330 0 0 1
1.335739 103.8695 357903 1330000 102 3 6.0888616 0.1727573 0.5437979 3.2690152 1.3924926 0.4868363 0.4251637 0.7751290 0.6736056 1.6449139 1.6625665 0.4189093 0.1028346 330 0 0 1
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1.309401 103.8297 259957 8450000 268 14 3.7193026 0.1120748 2.0377906 4.6215403 1.1217160 0.8618425 0.5785878 1.3571686 1.1930770 2.7213166 0.2744731 0.2352286 0.3035288 330 1 1 0
1.332795 103.7854 589649 1620000 90 3 9.1316143 0.3691268 1.1367701 4.8009119 1.2823463 0.5926158 0.3601172 0.4695144 0.3187766 1.7725851 1.0128199 0.4731182 0.2403277 336 0 1 0
1.333405 103.7863 589662 1545000 120 3 9.0956299 0.2522029 1.0781812 4.8963433 1.3260141 0.5117339 0.3641796 0.4226423 0.4167890 1.8499711 1.0446594 0.4675638 0.1311444 336 0 1 0
1.333012 103.7860 589663 3000000 170 3 9.0928094 0.3026444 1.0854555 4.8670007 1.3238701 0.5306121 0.3764651 0.4563903 0.3845593 1.8030983 1.0477159 0.4849802 0.1832798 336 0 1 0
1.333245 103.7853 589664 2742500 154 3 9.1750937 0.3559403 1.1720719 4.7836418 1.2399642 0.6173101 0.3081006 0.4184812 0.3028752 1.8210764 0.9669934 0.4207193 0.2172827 336 0 1 0
1.327744 103.8423 329215 1825000 142 5 4.9653105 0.3591947 0.2546440 5.7401570 1.1786323 0.2814211 0.7465491 0.3251492 0.3202603 1.7519522 0.8005892 0.5792078 0.1607685 336 0 1 0
1.429620 103.7844 737808 690000 58 0 17.8012434 0.3508387 0.9114335 0.8600064 1.7407362 0.5574177 0.8600064 0.9607356 0.3718941 6.1643242 0.7192088 0.3799194 0.1635787 337 0 0 1
1.430228 103.7841 737811 870000 79 0 17.8768404 0.2942096 0.8476384 0.8055180 1.6651299 0.5168229 0.8055180 0.8864267 0.3287676 6.1874411 0.6659976 0.3721434 0.0885128 337 0 0 1
1.318277 103.7558 127017 1038888 82 6 11.3118898 0.1694967 0.9635972 2.2275436 0.7974705 1.0103813 1.0989855 0.2976880 0.6387461 3.1622678 1.0141765 0.8139723 0.2268699 338 0 0 0
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1.317877 103.7556 127019 1705000 193 6 11.3135988 0.2171807 0.9637514 2.2489628 0.7669625 1.0245400 1.1032558 0.2707525 0.5996956 3.1779625 1.0154807 0.7829857 0.2365773 338 0 0 0
1.317546 103.7558 127020 2400000 192 6 11.2799992 0.2466473 0.9994014 2.2915618 0.7238082 1.0005237 1.0720993 0.2289673 0.5585362 3.1541880 0.9825859 0.7398547 0.2141511 338 0 0 0
1.316870 103.7561 127021 1670000 130 6 11.2246430 0.3050671 1.0616695 2.3696664 0.6426095 0.9694726 1.0248224 0.1482943 0.4781899 3.1207577 0.9314978 0.6585128 0.1947362 338 0 0 0
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1.352252 103.7681 588195 1380000 121 14 11.9753063 0.5285065 1.6467998 3.5751120 1.6677690 0.8530231 1.2036151 0.5738684 1.5350903 4.3096629 0.6113637 0.8730323 0.2065631 340 1 1 0
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1.388226 103.8791 798593 1317500 192 15 11.9734421 0.2375346 1.0919518 3.2054273 3.0081023 0.5775867 1.6476039 0.3364872 0.6090121 1.7712118 0.4531074 0.4531074 0.3871707 340 1 0 1
1.388093 103.8797 798594 945000 121 15 11.9772977 0.3075228 1.0381084 3.1583245 3.0282118 0.6274384 1.5779526 0.3576193 0.6796416 1.7773432 0.5132404 0.5132404 0.4324359 340 1 0 1
1.387613 103.8793 798595 1100000 145 15 11.9142229 0.2920158 1.0234390 3.2259394 2.9600584 0.6490781 1.5989063 0.2885452 0.6565572 1.7130855 0.5204128 0.5204128 0.4567770 340 1 0 1
1.386926 103.8786 799035 902500 121 15 11.8201932 0.2888410 1.0213989 3.3349503 2.8554084 0.6856091 1.6481727 0.1829013 0.6223770 1.6177933 0.5385189 0.5385189 0.3851081 340 1 0 1
1.387572 103.8785 799036 1300000 192 15 11.8850261 0.2214501 1.0845963 3.3060328 2.9107061 0.6122903 1.6878584 0.2441142 0.5711606 1.6826528 0.4675443 0.4675443 0.3985809 340 1 0 1
1.346754 103.7724 587968 1818000 171 16 11.2275158 0.1628599 2.0775918 3.6722019 0.9059409 0.4410431 0.7436699 0.3294704 1.0496431 3.5648084 1.1180451 0.6447955 0.1044063 340 1 0 0
1.346589 103.7732 587970 1900000 274 16 11.1419907 0.1325340 2.1736868 3.7513985 0.8506118 0.3530673 0.6806767 0.3030306 0.9981967 3.5139248 1.0462002 0.5724392 0.0908160 340 1 0 0
1.346499 103.7738 587971 1380000 129 16 11.0883731 0.1483446 2.2350624 3.8031969 0.8208041 0.3006538 0.6462629 0.3031179 0.9704959 3.4839492 1.0037832 0.5316174 0.0889989 340 1 0 0
1.360719 103.9654 509732 1350000 163 20 15.2724650 0.0558144 0.8126187 8.5693058 2.8495662 0.7109809 1.3335105 0.1665723 0.6449255 1.3245955 2.1693299 0.7108182 0.1614677 347 0 1 0
1.359934 103.9649 509737 1250000 149 20 15.1832177 0.1208243 0.7144037 8.5799420 2.7590195 0.6110992 1.2574681 0.2662707 0.6803194 1.3989524 2.1846714 0.7947559 0.2093873 347 0 1 0
1.306695 103.8873 399938 2530000 170 5 4.7227984 0.3234478 0.2216063 1.4110441 0.2360114 0.2360108 0.2053928 0.3809625 0.4998987 0.4998987 1.2267940 0.3239266 0.2088571 348 0 0 1
1.306710 103.8869 399939 2528000 176 5 4.6874939 0.2951351 0.2595031 1.4293538 0.2046871 0.2046865 0.2289135 0.3959751 0.5082362 0.5082362 1.2549683 0.2851713 0.2261966 348 0 0 1
1.306744 103.8871 399940 1630000 122 5 4.7046172 0.3030689 0.2416006 1.4176284 0.2141026 0.2141020 0.2147987 0.3934280 0.4999973 0.4999973 1.2398626 0.2991469 0.2205569 348 0 0 1
1.360427 103.9671 509739 965000 87 16 15.4152392 0.2360523 0.8676831 8.7462033 2.9901121 0.7150460 1.5046197 0.1895299 0.8106975 1.4140868 2.3448780 0.7850676 0.2626758 350 1 1 0
1.360012 103.9677 509740 1120000 170 16 15.4487755 0.2167992 0.8702270 8.8301933 3.0246087 0.7022220 1.5589704 0.1056294 0.8944716 1.4832685 2.4288650 0.8534744 0.2981207 350 1 1 0
1.359553 103.9676 509741 1310000 170 16 15.4067530 0.2685272 0.8197284 8.8453021 2.9835167 0.7528546 1.5298072 0.1091886 0.9132910 1.5238540 2.4444250 0.8944607 0.2729319 350 1 1 0
1.359581 103.9665 509742 900000 106 16 15.3110443 0.2367792 0.7547018 8.7484263 2.8862863 0.6805413 1.4178364 0.2255136 0.8261378 1.4816207 2.3492943 0.8572531 0.3419682 350 1 1 0
1.275619 103.8367 88660 1350000 58 2 1.8830050 0.2193819 0.6656491 2.0001852 0.7276850 0.5077930 0.6810066 0.8050992 0.3668187 1.4011968 0.8585108 0.6455603 0.1794745 351 1 1 0
1.321281 103.9124 416826 1050000 109 20 7.9450079 0.1919310 1.0668337 2.1837651 0.9080702 0.1760847 0.0625036 0.4710791 0.6462211 1.6008709 1.9503735 0.3286603 0.1187988 354 1 0 1
1.321145 103.9118 416827 980000 93 20 7.8788319 0.2110574 1.1270429 2.1138606 0.8384504 0.1824781 0.1226639 0.5198865 0.7034545 1.6700200 1.9073860 0.3127476 0.1833326 354 1 0 1
1.321683 103.9119 416828 900000 79 20 7.9204129 0.2232317 1.0786750 2.1360677 0.8587262 0.1223384 0.1342263 0.4645591 0.7162491 1.6553225 1.9667084 0.2622502 0.1873870 354 1 0 1
1.306591 103.8984 438791 1220000 100 11 5.8001387 0.2528749 1.0476234 1.4077178 0.4914866 0.2957052 0.8298759 0.2580841 0.2698199 1.2462188 0.5895211 0.5895211 0.3178028 360 0 1 0
1.306620 103.8988 438793 1200000 100 11 5.8361220 0.2900196 1.0854405 1.4217347 0.4604145 0.2605310 0.8404726 0.2198583 0.2397352 1.2802015 0.5591273 0.5591273 0.3129580 360 0 1 0
1.305727 103.8981 438794 1700000 130 11 5.7228029 0.1956858 1.0232499 1.4791819 0.5855347 0.3811685 0.7288720 0.3108384 0.2743617 1.2523973 0.5819006 0.5819006 0.2209765 360 0 1 0
1.306345 103.8978 438795 1850000 144 11 5.7262295 0.1787795 0.9828204 1.4048493 0.5624301 0.3695224 0.7935829 0.3274255 0.3200259 1.1953336 0.6362773 0.6362773 0.2548010 360 0 1 0
1.323570 103.7567 129195 1019444 115 14 11.4269525 0.2242802 1.0381869 1.9217725 1.3219628 1.1332715 1.3185842 0.1609773 0.6933843 3.1435953 1.2737568 1.2038511 0.2794053 360 1 0 1
1.323851 103.7562 129196 1449000 162 14 11.4857937 0.2738262 0.9974175 1.8622486 1.3632796 1.1368098 1.3767297 0.2189050 0.7524435 3.2003279 1.3307817 1.2551866 0.2749717 360 1 0 1
1.324192 103.7560 129198 1025000 115 14 11.5220763 0.3182840 0.9865626 1.8218558 1.4055637 1.1222790 1.4199072 0.2621492 0.7945619 3.2324157 1.3746273 1.2803780 0.2317591 360 1 0 1
1.324174 103.7568 129199 1625000 194 14 11.4452214 0.2857507 1.0643944 1.8926995 1.3861546 1.1220208 1.3605218 0.2109544 0.7316104 3.1520424 1.3195759 1.1978342 0.2602808 360 1 0 1
1.323627 103.7572 129200 1225000 135 14 11.3765198 0.2172250 1.0415077 1.9664140 1.3180467 1.0854392 1.2827955 0.1349677 0.6543407 3.0894638 1.2415966 1.1466002 0.2228071 360 1 0 1
1.322991 103.7583 129202 1300000 146 14 11.2321346 0.1794485 0.8979773 2.1114492 1.2339282 0.9496711 1.1448970 0.0925088 0.5144756 2.9493966 1.1080732 1.0210722 0.1649077 360 1 0 1
1.322722 103.7579 129205 1648000 194 14 11.2696994 0.1268007 0.9391787 2.0831251 1.2087386 0.9718946 1.1592477 0.0326986 0.5323590 2.9944698 1.1170874 1.0760539 0.2197735 360 1 0 1
1.361066 103.7652 669559 1495000 108 19 12.8562641 0.4457356 1.7844081 4.0163337 2.6804005 0.3135864 0.3331260 0.4823404 0.6365150 5.3348446 0.2720930 0.2663920 0.0850271 360 1 1 0
1.361461 103.7658 669561 1300000 118 19 12.8394542 0.5215292 1.8266188 4.0895551 2.6929854 0.2426337 0.2579897 0.5428771 0.5724415 5.3512432 0.2628411 0.2368761 0.0650032 360 1 1 0
1.361093 103.7652 669562 1284000 91 19 12.8651289 0.4397457 1.7748408 4.0127695 2.6871919 0.3215644 0.3380825 0.4736786 0.6376659 5.3412175 0.2662169 0.2760308 0.0753386 360 1 1 0
1.368084 103.9695 509059 1190000 177 30 16.1204172 0.5572742 1.5269484 8.5309634 3.1300429 0.4193925 2.1491847 0.6498146 0.9146710 0.9146710 2.2532098 0.5467526 0.1197211 362 1 0 1
1.367441 103.9696 509061 930000 142 30 16.0860236 0.5556245 1.5349065 8.5729273 3.1782273 0.3572318 2.1133355 0.5828088 0.9600658 0.9600658 2.2777673 0.5453278 0.1391086 362 1 0 1
1.368956 103.9713 509067 1180000 174 30 16.3336152 0.7676481 1.7248148 8.6548556 2.9306826 0.4457115 2.3394859 0.6847483 1.0466172 1.0466172 2.4243640 0.7570784 0.0976023 362 1 0 1
1.369077 103.9707 509069 1490000 174 30 16.2904665 0.7118847 1.6637880 8.5933547 2.9611966 0.4690537 2.3196467 0.7095448 0.9835325 0.9835325 2.3605880 0.7013131 0.0502035 362 1 0 1
1.358954 103.9690 507079 992500 132 15 15.5059186 0.2936596 0.8848534 9.0150829 3.0897302 0.7283305 1.6733744 0.0835511 1.0056459 1.6499115 2.5286768 1.0212705 0.1213689 365 1 1 0
1.357898 103.9692 507080 860000 119 15 15.4579637 0.4117463 0.8285635 9.0963790 3.0508943 0.8142623 1.6739855 0.1954796 0.9544541 1.7630623 2.4596743 1.0578099 0.0266018 365 1 1 0
1.357375 103.9683 507082 940000 119 15 15.3445430 0.4726578 0.7152334 9.0508466 2.9377740 0.7019866 1.5716376 0.2427717 0.8410039 1.7781171 2.3488826 0.9449087 0.1380104 365 1 1 0
1.357949 103.9681 507083 950000 134 15 15.3652820 0.4123455 0.7400712 9.0009798 2.9527239 0.7142045 1.5622420 0.1828465 0.8625437 1.7131489 2.3820818 0.9596297 0.1395713 365 1 1 0
1.342006 103.7167 649820 1730000 122 10 16.3236863 0.3604705 0.3891465 3.0144264 0.5608754 0.4743929 0.5131047 0.2498299 0.4232030 0.5257744 1.2473840 0.6402379 0.0753336 369 0 0 1
1.342150 103.7171 649821 1204000 115 10 16.2903377 0.3410151 0.3720606 2.9789629 0.5853679 0.4371608 0.4676150 0.2603767 0.4404019 0.4922970 1.2930300 0.6594586 0.1196872 369 0 0 1
1.342670 103.7169 649822 1363000 146 10 16.3262549 0.2916518 0.4266120 3.0120572 0.5416450 0.4707282 0.4549212 0.3187694 0.4418189 0.4471918 1.2934212 0.6105217 0.1281613 369 0 0 1
1.342610 103.7165 649823 1150000 115 10 16.3667800 0.3156416 0.4124316 3.0538794 0.5059191 0.5117757 0.5011060 0.3191523 0.3952401 0.4774977 1.2462897 0.5799220 0.0886995 369 0 0 1
1.341573 103.7160 649824 1355000 116 10 16.3777519 0.3254025 0.4213628 3.0745094 0.5374935 0.5286080 0.6057542 0.2363926 0.3626832 0.6073441 1.1599226 0.6277203 0.0475315 369 0 0 1
1.351097 103.8629 556119 1197500 121 16 7.5589195 0.2631599 1.0377983 4.9693973 1.3979425 0.5421019 0.0628603 0.2230253 0.2002672 1.7661508 1.0615135 0.9419679 0.0564992 372 1 0 1
1.351332 103.8636 556121 1282500 121 16 7.5984414 0.3305926 1.0145277 4.9351206 1.3501954 0.4777258 0.0824194 0.2242455 0.2572086 1.8300693 0.9838467 0.8577050 0.0471670 372 1 0 1
1.350765 103.8625 556122 1525000 143 16 7.5168307 0.2510220 1.0298766 4.9659296 1.4438395 0.5646777 0.1074892 0.2394511 0.1569480 1.7168412 1.0943501 0.9866360 0.0828865 372 1 0 1
1.290972 103.8170 158748 1620000 94 2 3.9145228 0.3193485 0.5892970 4.5066148 0.3841264 0.4399925 0.1401005 0.8672331 0.6090433 1.9170080 1.2397970 0.4779226 0.0563538 373 0 0 1
1.290975 103.8170 158749 2662500 172 2 3.9140439 0.3187422 0.5891904 4.5062189 0.3842164 0.4403363 0.1405333 0.8668735 0.6095347 1.9170807 1.2394215 0.4784915 0.0557085 373 0 0 1
1.439173 103.8298 768434 795000 110 14 17.3912508 0.1948449 0.6265595 4.8252892 0.8619989 0.4863106 0.4701065 0.3156958 0.6889330 1.0372554 0.6289620 0.6289620 0.2329769 380 1 0 1
1.439173 103.8298 768436 768000 93 14 17.3912508 0.1948449 0.6265595 4.8252892 0.8619989 0.4863106 0.4701065 0.3156958 0.6889330 1.0372554 0.6289620 0.6289620 0.2329769 380 1 0 1
1.439173 103.8298 768438 910000 133 14 17.3912508 0.1948449 0.6265595 4.8252892 0.8619989 0.4863106 0.4701065 0.3156958 0.6889330 1.0372554 0.6289620 0.6289620 0.2329769 380 1 0 1
1.439173 103.8298 768440 888888 110 14 17.3912508 0.1948449 0.6265595 4.8252892 0.8619989 0.4863106 0.4701065 0.3156958 0.6889330 1.0372554 0.6289620 0.6289620 0.2329769 380 1 0 1
1.290559 103.8156 158746 1125000 72 6 4.0543912 0.2093586 0.6683642 4.6317241 0.4306816 0.4192042 0.1549544 0.9900090 0.5337079 1.9442899 1.1767333 0.3773318 0.1648490 382 0 0 1
1.290501 103.8160 158747 2100000 300 6 4.0085686 0.2548357 0.6286504 4.5869051 0.3953138 0.3997202 0.1165825 0.9450568 0.5327110 1.9169351 1.2201820 0.3847048 0.1404990 382 0 0 1
1.299679 103.9017 449305 1580000 91 1 5.8627801 0.3837685 1.4752200 2.2588916 0.5877081 0.4670501 0.5155293 0.4949008 0.6419405 1.9724097 0.4396554 0.4396554 0.2246645 383 0 0 1
1.299631 103.9017 449306 2430000 138 1 5.8609830 0.3794284 1.4775164 2.2636046 0.5905397 0.4722403 0.5148133 0.4952997 0.6470934 1.9756702 0.4422046 0.4422046 0.2297492 383 0 0 1
1.299874 103.9027 449307 3550000 229 1 5.9741686 0.3029883 1.3657954 2.2892624 0.4826671 0.4797731 0.6271413 0.6026964 0.6542743 2.0445309 0.3325422 0.3325422 0.2582008 383 0 0 1
1.299938 103.9028 449308 2300000 138 1 5.9882084 0.2886090 1.3514871 2.2889210 0.4683209 0.4786349 0.6403903 0.6148188 0.6525785 2.0501143 0.3181637 0.3181637 0.2613674 383 0 0 1
1.291951 103.8185 159012 1398888 107 14 3.7713033 0.1526787 0.5960550 4.3903587 0.4628217 0.5771154 0.3155769 0.7785563 0.5617996 1.9554208 1.1394540 0.6646095 0.1190682 384 1 0 1
1.292022 103.8179 159013 1340000 108 14 3.8416315 0.2221871 0.6315027 4.4581125 0.4727907 0.5669695 0.2840339 0.8396607 0.6326757 1.9863623 1.2036581 0.6298763 0.0675576 384 1 0 1
1.292082 103.8173 159015 1329000 81 14 3.9093155 0.2896933 0.6702577 4.5232314 0.4910827 0.5645486 0.2673134 0.8994815 0.7009721 2.0172643 1.2658419 0.6015503 0.0685463 384 1 0 1
1.330427 103.8438 319773 1233800 138 15 5.2284121 0.4093813 0.1279374 5.6466040 0.8568856 0.1504193 0.4407859 0.4650092 0.3637851 1.4490561 1.0720856 0.4630207 0.0565615 384 1 1 0
1.309651 103.8385 229955 2930000 202 8 3.1985259 0.1796820 1.2273646 4.1361436 0.3003085 0.5597853 0.3308253 0.6090055 0.3240372 3.5735885 0.5850486 0.7603143 0.2608686 387 0 0 1
1.377303 103.9415 519939 880000 91 4 14.4110181 0.1149118 1.9204920 5.3373528 3.5303975 0.1546711 0.9875376 0.5688210 0.2341024 2.3638363 1.0677747 0.1182422 0.0982107 388 1 0 1
1.377275 103.9422 519942 884000 91 4 14.4639360 0.0645883 1.8533596 5.4038480 3.5202852 0.1491166 0.9173581 0.5770538 0.3133360 2.3247021 0.9984218 0.0670868 0.1411596 388 1 0 1
1.377303 103.9415 519943 1100000 129 4 14.4110181 0.1149118 1.9204920 5.3373528 3.5303975 0.1546711 0.9875376 0.5688210 0.2341024 2.3638363 1.0677747 0.1182422 0.0982107 388 1 0 1
1.353125 103.8628 568426 2005000 145 11 7.7789196 0.2097910 1.1535937 5.1452463 1.1901815 0.5084010 0.1634320 0.0838845 0.4196899 1.9581693 1.1112152 0.9103049 0.1878681 390 0 1 0
1.351990 103.8623 568429 1480000 124 11 7.6463303 0.1770180 1.1552893 5.0854237 1.3263606 0.6073233 0.0787489 0.1053710 0.2915640 1.8224181 1.1355891 0.9786067 0.1142912 390 0 1 0
1.352429 103.8622 568430 1920000 145 11 7.6924357 0.1690080 1.2023743 5.1301359 1.2862726 0.5970614 0.1186635 0.0607350 0.3407917 1.8602331 1.1565095 0.9829593 0.1535617 390 0 1 0
1.352872 103.8623 568431 1730000 122 11 7.7434278 0.2009301 1.2098971 5.1563645 1.2349257 0.5639639 0.1500988 0.0644969 0.3893441 1.9112897 1.1515920 0.9614554 0.1815918 390 0 1 0
1.340616 103.8381 298189 1824000 132 16 6.4607964 0.2910517 0.9906395 6.5984421 0.7843065 1.0806378 0.3481828 0.5171379 0.5651591 1.8900215 1.5868637 1.2715106 0.0890755 390 1 1 0
1.341129 103.8388 298190 1950000 151 16 6.5013114 0.2534435 0.9948689 6.5585029 0.7460270 1.0062463 0.3816346 0.5759056 0.5069199 1.8363765 1.4990356 1.2300143 0.0610215 390 1 1 0
1.385558 103.8398 787078 1130000 103 18 11.3498209 0.5425661 1.7643433 7.3054933 0.5158215 0.7229092 0.3572311 0.1842640 1.0855542 1.9192033 1.7721940 1.2684667 0.0718859 390 1 0 1
1.384554 103.8398 787080 1128000 116 18 11.2385568 0.5770284 1.6572412 7.3340814 0.4056617 0.6125472 0.3443642 0.2617533 0.9798580 1.8077325 1.6738519 1.1571074 0.1392008 390 1 0 1
1.385149 103.8393 787082 1340000 143 18 11.3112734 0.6132335 1.7402953 7.3720993 0.4857557 0.6912192 0.2912359 0.1719974 1.0647081 1.8764989 1.7623178 1.2246130 0.0522639 390 1 0 1
1.318414 103.9213 454852 3093000 239 1 8.6623504 0.1519539 1.0844742 3.1474791 1.2513970 0.3669501 0.9821878 0.3586469 0.3020148 0.7312256 1.4030959 0.6380310 0.0827018 393 1 1 0
1.318371 103.9212 454855 1238000 77 1 8.6555557 0.1570266 1.0880518 3.1421927 1.2584056 0.3600664 0.9785816 0.3638871 0.3088514 0.7382265 1.4099834 0.6356860 0.0824817 393 1 1 0
1.317511 103.9222 455939 2420000 207 1 8.7113186 0.2695785 1.1483834 3.2505210 1.2318006 0.3889170 1.1115195 0.3151992 0.2905635 0.7163340 1.3691074 0.5091455 0.0246550 393 1 1 0
1.315549 103.7581 127997 1650000 345 2 10.9615613 0.1839171 1.0158551 2.6302008 0.4180532 0.7672253 0.7818402 0.1477530 0.3469155 2.8964846 0.6819586 0.4364249 0.1409541 396 0 0 0
1.315344 103.7583 127999 1720000 121 2 10.9327833 0.1702591 1.0086912 2.6622982 0.3908715 0.7518764 0.7585428 0.1214854 0.3356605 2.8750612 0.6574370 0.4094727 0.1692619 396 0 0 0
1.315138 103.7586 128001 2335000 345 2 10.8953357 0.1546265 0.9950861 2.7006154 0.3631207 0.7290619 0.7267895 0.1000538 0.3320815 2.8447414 0.6244725 0.3820400 0.2026335 396 0 0 0
1.314708 103.7590 128016 1125000 85 2 10.8361113 0.1607861 0.9866042 2.7672112 0.3124984 0.7042388 0.6829116 0.0833713 0.3249231 2.8020124 0.5781585 0.3317365 0.2666544 396 0 0 0
1.313833 103.7593 128018 734000 45 2 10.7833592 0.2442875 1.0330536 2.8553062 0.2167857 0.7302223 0.6753096 0.1015568 0.2867200 2.7884582 0.5673743 0.2360562 0.2331002 396 0 0 0
1.301749 103.8997 439966 2100000 131 7 5.7243705 0.1717204 1.3545956 1.9578681 0.7382130 0.2665612 0.4024042 0.3196277 0.4061781 1.6533363 0.4199341 0.4199341 0.1092609 400 0 1 0
1.301875 103.9003 439967 2060000 137 7 5.7864128 0.1789616 1.4018176 1.9691464 0.6763984 0.2278674 0.4570636 0.3789417 0.3838561 1.6926293 0.3615469 0.3615469 0.0713559 400 0 1 0
1.301879 103.9000 439968 2140000 130 7 5.7628560 0.1675560 1.3792482 1.9585856 0.7015493 0.2370804 0.4383007 0.3574777 0.3859215 1.6724014 0.3821285 0.3821285 0.0965841 400 0 1 0
1.302154 103.8995 439969 1879000 131 7 5.7155389 0.1245406 1.3102432 1.9063530 0.7621354 0.2455921 0.4179469 0.3264154 0.3694207 1.6048297 0.4212221 0.4212221 0.0646007 400 0 1 0
1.302293 103.8999 439970 2141115 159 7 5.7679162 0.1207006 1.3479645 1.9117312 0.7118485 0.2026666 0.4624235 0.3745846 0.3422593 1.6351758 0.3693461 0.3693461 0.0867338 400 0 1 0
1.358224 103.7642 598741 1339000 142 17 12.7390350 0.2621961 1.5690517 3.6989627 2.4639071 0.5154224 0.6513041 0.3851292 0.9730985 5.0972534 0.4491416 0.4171194 0.0898477 400 1 0 0
1.357270 103.7645 598744 1231000 119 17 12.6459257 0.3348619 1.5246774 3.6419190 2.3572641 0.5356526 0.7257349 0.4123249 1.0602202 4.9878598 0.4173157 0.4544110 0.1244582 400 1 0 0
1.357565 103.7638 598745 955000 91 17 12.7238205 0.2547279 1.4890835 3.6164967 2.4255490 0.5835070 0.7352616 0.3366855 1.0567541 5.0501050 0.4884350 0.4914791 0.1261713 400 1 0 0
1.358652 103.7642 598747 1270000 120 17 12.7679555 0.2562119 1.6033079 3.7364190 2.5028917 0.4975690 0.6111609 0.3990358 0.9285822 5.1389833 0.4546192 0.3935014 0.0917013 400 1 0 0
1.358318 103.7658 596229 1780000 149 13 12.6045564 0.4428562 1.7172412 3.8316605 2.3788687 0.3436251 0.5580650 0.3157322 0.9063179 5.0285100 0.2673429 0.2638164 0.0871701 406 1 1 0
1.358360 103.7656 596230 1038888 88 13 12.6243517 0.4202896 1.7029331 3.8199530 2.3935562 0.3604256 0.5612500 0.3382180 0.9067970 5.0417664 0.2899675 0.2758336 0.0662629 406 1 1 0
1.359766 103.7657 596231 1307500 117 13 12.7240895 0.4326497 1.8083377 3.9381759 2.5296597 0.3121088 0.4177060 0.4113369 0.7551582 5.1830748 0.3563437 0.1977852 0.1697736 406 1 1 0
1.302848 103.9015 439893 1378000 83 1 5.9506711 0.1226802 1.4039461 1.9335426 0.5433182 0.1226802 0.6299450 0.4158135 0.2966191 1.7428815 0.1890626 0.1890626 0.0860456 408 0 0 0
1.303008 103.9014 439894 2075000 140 1 5.9456658 0.1012885 1.4131527 1.9121317 0.5576025 0.1012885 0.6323462 0.3960651 0.2756573 1.7232712 0.1907481 0.1907481 0.0705383 408 0 0 0
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1.417923 103.8473 768117 594500 55 1 14.8728770 0.3131253 2.1633672 6.2914240 2.5884929 0.9325238 1.6005360 0.8870933 0.8313803 2.4707921 1.7939538 0.7470486 0.1956689 410 1 0 1
1.285309 103.8282 169480 1670000 85 20 2.5908651 0.1642960 0.1310428 3.1164652 0.3343248 0.1690447 0.1640313 0.2545691 0.2392004 1.2061567 0.1728917 0.1385794 0.0444985 412 1 0 1
1.284713 103.8273 169483 2021440 196 20 2.6890321 0.1212383 0.1540898 3.1918997 0.4440716 0.0790559 0.1566110 0.3125081 0.1246594 1.1087981 0.1962245 0.1962245 0.1464391 412 1 0 1
1.319444 103.8453 307467 1668000 89 4 3.9996356 0.2524234 0.7422707 4.9215063 0.6613489 0.3082592 0.1719420 0.3976336 0.1853835 2.2552849 0.1677569 0.1677569 0.1405206 417 0 0 1
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1.338008 103.9348 479237 1125000 120 14 11.0438227 0.6064439 0.6824559 5.1476692 0.7334734 0.1997145 0.3402421 0.8939201 0.5119699 1.5415558 1.5156417 0.6745535 0.0959376 420 1 0 1
1.383047 103.8370 787066 1360000 106 8 11.1127146 0.3078229 1.6399863 7.6792507 0.4595525 0.5280193 0.1688113 0.2484208 0.7732954 1.6795487 1.7305988 1.0367232 0.1369844 421 0 1 0
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1.369833 103.7760 679517 1305000 179 2 12.6991012 0.5133119 1.0276990 5.5396192 3.3705892 0.7255587 1.2132468 0.3051030 0.8282159 5.9445772 1.4809901 1.0184874 0.1925010 429 0 0 1
1.369808 103.7771 679518 1255000 107 2 12.6163611 0.6036864 1.1077186 5.6214139 3.3701773 0.8030694 1.3102139 0.2471987 0.9420543 5.9245029 1.5880410 1.0751449 0.2520469 429 0 0 1
1.370289 103.7767 679520 1160000 107 2 12.6921173 0.5280254 1.0318872 5.6232350 3.4219389 0.7272902 1.2983237 0.3218091 0.8726181 5.9846904 1.5654125 1.0024087 0.2646800 429 0 0 1
1.370588 103.7771 679521 1335000 271 2 12.6840162 0.5496371 1.0425565 5.6820879 3.4565363 0.7379883 1.3587432 0.3246775 0.9105237 6.0107357 1.6259126 0.9987295 0.3004731 429 0 0 1
1.311078 103.9280 457398 1267500 215 16 9.0338388 0.3354619 1.3197629 3.9687352 0.8686829 0.1437827 0.2803665 0.4651449 1.0651386 1.2321439 1.5724439 0.3537885 0.2099672 432 1 0 1
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1.310520 103.9271 457401 1540000 188 16 8.9184252 0.4043314 1.2017057 3.8830370 0.9320059 0.0906273 0.3627740 0.3683229 1.0819274 1.2867180 1.6639082 0.2910163 0.1619989 432 1 0 1
1.310298 103.9271 457402 1050000 105 16 8.9131901 0.4021253 1.1922328 3.8913906 0.9198937 0.0698442 0.3575631 0.3756409 1.1060952 1.3114319 1.6859640 0.3083933 0.1387246 432 1 0 1
1.315971 103.7602 128797 1320000 176 29 10.7553603 0.0566652 0.7954426 2.7601434 0.4656075 0.5293012 0.5526632 0.2758656 0.3149095 2.6604882 0.4588962 0.4588962 0.1777845 432 1 0 1
1.317033 103.7603 128799 1330000 176 29 10.7915287 0.1311289 0.7274685 2.6828721 0.5831134 0.5035996 0.5779100 0.3691757 0.3171957 2.6551242 0.4982171 0.4982171 0.1446730 432 1 0 1
1.317270 103.7599 128793 970000 116 30 10.8448441 0.1433918 0.7567624 2.6301853 0.6035026 0.5494330 0.6312790 0.3468709 0.3184632 2.7026020 0.5522169 0.5522169 0.1958005 432 1 0 1
1.316961 103.7595 128794 1020000 116 30 10.8702835 0.1116753 0.8073750 2.6243615 0.5647388 0.5905304 0.6576519 0.3221227 0.3694250 2.7416544 0.5730806 0.5730806 0.1856748 432 1 0 1
1.316628 103.7591 128795 982500 116 30 10.8970210 0.0986443 0.8613003 2.6199129 0.5255953 0.6357113 0.6884585 0.2738363 0.4240967 2.7832781 0.5989597 0.5448506 0.1441420 432 1 0 1
1.438833 103.8304 768425 968000 126 13 17.3445714 0.2124629 0.5882894 4.8915520 0.8401581 0.4329663 0.5170186 0.3874108 0.6244455 0.9677211 0.7067017 0.7067017 0.1586240 436 0 0 1
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1.438758 103.8304 768427 1030000 130 13 17.3370655 0.2069788 0.5797200 4.8856924 0.8306678 0.4258599 0.5241144 0.3832935 0.6193052 0.9730864 0.7058765 0.7058765 0.1575316 436 0 0 1
1.438758 103.8304 768428 880000 113 13 17.3370655 0.2069788 0.5797200 4.8856924 0.8306678 0.4258599 0.5241144 0.3832935 0.6193052 0.9730864 0.7058765 0.7058765 0.1575316 436 0 0 1
1.438758 103.8304 768431 870000 112 13 17.3370655 0.2069788 0.5797200 4.8856924 0.8306678 0.4258599 0.5241144 0.3832935 0.6193052 0.9730864 0.7058765 0.7058765 0.1575316 436 0 0 1
1.337700 103.9307 479250 1475000 126 3 10.6476177 0.3804726 0.4462265 4.7273411 0.5210833 0.4244059 0.1898548 0.4601542 0.4584783 1.6925177 1.4670628 0.7909486 0.0690217 437 0 0 1
1.337544 103.9315 479251 1600000 117 3 10.7130529 0.4185970 0.4452528 4.7999845 0.5167018 0.4548822 0.1165347 0.5513713 0.4098645 1.6322676 1.4415847 0.8466671 0.0477841 437 0 0 1
1.337133 103.9317 479253 1355000 90 3 10.7048319 0.4003078 0.4084557 4.7979303 0.4779730 0.4319773 0.0670505 0.5861217 0.3605685 1.5825302 1.3949934 0.8258829 0.0974517 437 0 0 1
1.337700 103.9307 479254 1225000 113 3 10.6476177 0.3804726 0.4462265 4.7273411 0.5210833 0.4244059 0.1898548 0.4601542 0.4584783 1.6925177 1.4670628 0.7909486 0.0690217 437 0 0 1
1.296242 103.8731 436606 1530000 126 11 2.7738667 1.2889060 1.2604569 3.0369734 1.2848410 1.3075743 0.0803581 1.2621820 1.1031259 1.1031259 0.7713515 0.7713515 0.1162312 437 1 0 1
1.296014 103.8726 436607 1838888 145 11 2.7052518 1.2648362 1.3289145 2.9748125 1.2494482 1.3768607 0.1341283 1.2501222 1.1721497 1.1721497 0.8255046 0.8255046 0.1129141 437 1 0 1
1.296224 103.8722 436608 1570000 114 11 2.6768327 1.2172416 1.2973655 2.9614634 1.1988254 1.4133002 0.1546633 1.2071565 1.2107226 1.2107226 0.8315018 0.8315018 0.0951145 437 1 0 1
1.296795 103.8722 436931 1165000 84 11 2.7159627 1.1737867 1.2582113 3.0143174 1.1651790 1.3878603 0.1263709 1.1555864 1.1891274 1.1891274 0.7759785 0.7759785 0.0367241 437 1 0 1
1.296749 103.8728 436932 1660000 126 11 2.7659216 1.2191920 1.2697224 3.0507391 1.2177907 1.3301004 0.0671636 1.1921580 1.1299831 1.1299831 0.7445386 0.7445386 0.0466864 437 1 0 1
1.431101 103.7854 737934 862500 95 12 17.9054388 0.3417826 0.9380448 0.6753543 1.6577837 0.3617472 0.6753543 0.9149062 0.1808635 6.0314673 0.5339298 0.4909438 0.1143574 437 1 0 1
1.431094 103.7856 737935 923000 110 12 17.8949667 0.3274113 0.9606987 0.6723831 1.6720382 0.3534844 0.6723831 0.9334597 0.1780577 6.0080365 0.5311033 0.4826132 0.0968029 437 1 0 1
1.431093 103.7858 737936 937500 110 12 17.8855387 0.3141507 0.9822771 0.6696613 1.6853896 0.3462780 0.6696613 0.9510695 0.1776760 5.9854603 0.5287290 0.4749786 0.0823816 437 1 0 1
1.431127 103.7861 737937 1277500 132 12 17.8767376 0.2950435 1.0095465 0.6633401 1.7001397 0.3350716 0.6583519 0.9721738 0.1777676 5.9551809 0.5231779 0.4626546 0.0666931 437 1 0 1
1.431495 103.7865 737938 1050000 137 12 17.8942649 0.2364095 1.0445622 0.6212303 1.6978483 0.2875334 0.6055236 0.9874763 0.1585653 5.9012064 0.4831974 0.4120908 0.0410997 437 1 0 1
1.431457 103.7868 737939 900000 109 12 17.8810741 0.2318396 1.0680043 0.6261334 1.7157330 0.2909228 0.6042492 1.0090019 0.1755570 5.8788359 0.4894970 0.4128621 0.0631572 437 1 0 1
1.333020 103.7893 276305 1930000 122 12 8.8057301 0.2410414 0.7710665 5.2294895 1.6403383 0.1855636 0.6657051 0.6453648 0.7470338 1.8810094 1.3495170 0.7116350 0.0785921 443 1 1 0
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1.332227 103.7903 276308 1790000 127 12 8.6645747 0.3781873 0.6301010 5.3407994 1.7782782 0.0498604 0.7880106 0.7861238 0.8611606 1.8355498 1.4888830 0.6253791 0.1340321 443 1 1 0
1.331515 103.7896 276309 1990000 92 12 8.6769184 0.4033936 0.6564835 5.2659260 1.7483421 0.1458840 0.7809869 0.7903990 0.7965507 1.7340777 1.4653566 0.6847311 0.2091045 443 1 1 0
1.332235 103.7891 276310 1850000 149 12 8.7658780 0.3098408 0.7385667 5.2130451 1.6648064 0.1773700 0.6937676 0.6965587 0.7339623 1.7927757 1.3790783 0.7492845 0.1525247 443 1 1 0
1.363381 103.7654 669556 1200888 112 15 13.0148573 0.5741985 1.6380240 4.2290277 2.9047835 0.3251078 0.2309184 0.5946712 0.4044481 5.5155320 0.1129798 0.4288529 0.1135097 448 1 1 0
1.363532 103.7660 669557 1590000 155 15 12.9773657 0.5274906 1.6003388 4.2830320 2.8938731 0.2802192 0.1695448 0.5527244 0.3537540 5.5558251 0.1804533 0.4134900 0.1325026 448 1 1 0
1.362514 103.7659 669558 1230000 116 15 12.9086500 0.6037321 1.7111711 4.1879586 2.7942229 0.2348814 0.1836380 0.5984914 0.4594252 5.4547008 0.1935338 0.3176624 0.0321392 448 1 1 0
1.362575 103.7652 669617 1230000 112 15 12.9693592 0.5549435 1.7289464 4.1459886 2.8317617 0.3100011 0.2548285 0.5322708 0.4895090 5.4662461 0.1277960 0.3688137 0.0888301 448 1 1 0
1.356429 103.7673 598734 1293000 113 17 12.3448970 0.6583281 1.7335221 3.7988005 2.1178529 0.4102814 0.7380132 0.1750202 1.0952944 4.7716697 0.1774429 0.4061964 0.0464026 449 1 1 0
1.356793 103.7666 598738 1100000 107 17 12.4335279 0.5668873 1.6840663 3.7670619 2.1919987 0.4084463 0.7045506 0.2296360 1.0606134 4.8414108 0.2097816 0.3780031 0.0855321 449 1 1 0
1.356532 103.7671 598739 990000 92 17 12.3677848 0.6350858 1.7216613 3.7917228 2.1373621 0.4066021 0.7273760 0.1851235 1.0846670 4.7901899 0.1806643 0.3960222 0.0482113 449 1 1 0
1.363258 103.8941 534037 960000 81 0 10.0006749 0.4211674 0.2647304 4.7453503 1.0111157 0.3125692 0.8712030 0.6559235 0.3707218 2.4016683 1.0184006 0.9338851 0.1705114 452 1 0 1
1.363258 103.8941 534038 1150000 66 0 10.0006749 0.4211674 0.2647304 4.7453503 1.0111157 0.3125692 0.8712030 0.6559235 0.3707218 2.4016683 1.0184006 0.9338851 0.1705114 452 1 0 1
1.363258 103.8941 534041 940000 81 0 10.0006749 0.4211674 0.2647304 4.7453503 1.0111157 0.3125692 0.8712030 0.6559235 0.3707218 2.4016683 1.0184006 0.9338851 0.1705114 452 1 0 1
1.345062 103.7334 609477 1105000 108 15 14.7837550 0.1821496 0.3842676 1.6510469 0.2534062 0.2791375 0.3122567 1.7401052 0.4040849 1.6192870 1.4907973 0.2508077 0.1313897 452 1 0 1
1.345644 103.7331 609478 985000 109 15 14.8431018 0.1223852 0.3143480 1.7228075 0.2253713 0.2445093 0.3675006 1.7304819 0.3370150 1.5822299 1.5633628 0.2061213 0.1268920 452 1 0 1
1.346107 103.7336 609479 985000 110 15 14.8179886 0.1696236 0.3258082 1.7331124 0.2931167 0.1696236 0.4296444 1.8006087 0.2936308 1.6363059 1.5811466 0.2641789 0.0664635 452 1 0 1
1.346141 103.7336 609480 900000 83 15 14.8201389 0.1669937 0.3234615 1.7364941 0.2940340 0.1669937 0.4331622 1.8016016 0.2898603 1.6358446 1.5846876 0.2643461 0.0671124 452 1 0 1
1.353151 103.8646 556745 1141344 109 30 7.8171965 0.1850629 0.9729285 5.0167829 1.1277272 0.3218116 0.2484246 0.1252253 0.4670496 2.0603091 0.9178489 0.7073842 0.2224638 452 1 0 1
1.352326 103.8653 556748 1085000 109 30 7.7434867 0.2681104 0.9558462 4.8931857 1.2037745 0.3205147 0.2787217 0.2358086 0.4662497 2.0299716 0.8113177 0.6399639 0.1634827 452 1 0 1
1.351972 103.8637 556743 750000 66 31 7.6699204 0.2985114 1.0710879 4.9825429 1.2793182 0.4804505 0.0898221 0.1543343 0.3236514 1.8952083 0.9845710 0.8298375 0.0754050 452 1 0 1
1.353000 103.8639 556744 1230000 139 31 7.7868824 0.1836963 1.0468627 5.0519846 1.1622959 0.3962582 0.1846606 0.0614301 0.4384401 2.0068929 0.9847597 0.7843471 0.1857133 452 1 0 1
1.352119 103.8646 556747 1608000 172 31 7.7061399 0.2946105 1.0302662 4.9237493 1.2384765 0.3875588 0.1993430 0.1889954 0.3979005 1.9680094 0.8798728 0.7192851 0.1337822 452 1 0 1
1.373852 103.9402 519929 1180000 126 10 14.0381390 0.3254877 1.6984192 5.4582610 3.1685299 0.3514272 1.0110004 0.2094363 0.3968560 2.0718032 1.0759856 0.5055285 0.0245558 453 0 1 0
1.374494 103.9391 519932 1300444 120 10 14.0045408 0.2868726 1.8136432 5.3199553 3.2594316 0.2348929 1.1392959 0.3372514 0.3160325 2.1923494 1.2067367 0.5204754 0.0420724 453 0 1 0
1.374693 103.9395 519933 1040000 99 10 14.0500037 0.2490765 1.8154380 5.3386330 3.2734427 0.2813017 1.1007891 0.3295556 0.2930184 2.1909409 1.1694611 0.4751828 0.0899702 453 0 1 0
1.374598 103.9400 519934 1307500 126 10 14.0822699 0.2448223 1.7828150 5.3894404 3.2535864 0.3347731 1.0428476 0.2930498 0.3114446 2.1549579 1.1115425 0.4470447 0.0874086 453 0 1 0
1.373852 103.9402 519935 1225000 127 10 14.0387654 0.3254542 1.6980650 5.4589469 3.1683917 0.3523155 1.0101139 0.2090151 0.3970639 2.0713877 1.0751045 0.5050999 0.0238490 453 0 1 0
1.357390 103.7493 659442 995000 116 12 13.9898800 0.1751449 0.6762499 2.8014234 2.0072299 0.2232325 0.3282497 0.7554527 0.1973092 3.6011382 0.8590565 0.1188170 0.0890797 456 1 0 1
1.357438 103.7500 659443 1265000 126 12 13.9287828 0.1356668 0.6740590 2.8295576 2.0628091 0.2717652 0.2592757 0.6763629 0.2378349 3.6773369 0.8698145 0.1232439 0.1013875 456 1 0 1
1.356952 103.7495 659445 1020000 87 12 13.9418757 0.1251667 0.7248255 2.7617260 1.9860402 0.2415331 0.3358095 0.7325943 0.2516108 3.6075399 0.8114171 0.1647357 0.0356277 456 1 0 1
1.311971 103.8057 259281 1930000 121 30 5.9664866 0.6485695 1.0442703 6.7478182 0.4743703 0.4505600 0.6236267 0.7930414 1.0318172 1.0318172 2.0040317 1.1659987 0.1635293 456 1 1 0
1.312504 103.8060 259282 1938000 121 30 5.9712811 0.5820066 1.0922104 6.7580251 0.4169844 0.4799491 0.5579634 0.7330076 0.9667395 0.9667395 2.0510445 1.2065441 0.1887925 456 1 1 0
1.313410 103.8061 259283 2850000 181 30 6.0129626 0.4846711 1.1431180 6.8069549 0.3191745 0.5192907 0.4577734 0.6325044 0.8658391 0.8658391 2.0977160 1.2389895 0.2000535 456 1 1 0
1.312101 103.8064 259294 3050000 217 30 5.9116899 0.6088479 1.1186245 6.6973757 0.4669335 0.4196604 0.5909136 0.7783826 1.0007990 1.0007990 2.0784410 1.2406440 0.2087721 456 1 1 0
1.311878 103.8068 259295 2938000 216 30 5.8582223 0.6199691 1.1576862 6.6444275 0.5014074 0.3749559 0.6078351 0.7951730 1.0169738 1.0169738 2.0529051 1.2843129 0.2220211 456 1 1 0
1.383866 103.7475 689862 950000 104 3 16.0277266 0.1553205 0.6708707 5.6578719 4.6083983 0.2520120 0.4000972 0.5951532 0.6831360 5.2502894 0.2991818 0.2991818 0.1573155 457 0 0 1
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1.383959 103.7482 689866 950000 104 3 15.9757633 0.1900777 0.7108750 5.6770417 4.6383168 0.2491304 0.4710454 0.5754202 0.6032867 5.3084562 0.3695994 0.3695994 0.1127374 457 0 0 1
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1.337092 103.9302 479249 1375000 119 4 10.5640650 0.2950557 0.3781468 4.6473147 0.4537485 0.3408951 0.2099352 0.4385217 0.4295339 1.6654897 1.4082148 0.7042939 0.1505964 460 0 0 1
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1.317737 103.7785 276692 2405000 209 34 8.9484030 0.0713584 1.0579251 4.3721352 0.9322149 0.4522826 0.7120645 0.3815961 0.6394108 0.6394108 1.6120929 0.8269106 0.2009794 464 1 0 0
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1.316909 103.7798 277107 2150000 160 34 8.7742185 0.1745300 0.9857375 4.5456911 1.0425434 0.3272279 0.6327475 0.2071766 0.4826956 0.4826956 1.4741559 0.6810920 0.0698165 464 1 0 0
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1.357288 103.9642 506941 1485000 159 6 14.9595558 0.3847213 0.4125986 8.6959546 2.5369532 0.3222659 1.1220710 0.5408382 0.5014124 1.6775860 2.0380929 0.5616509 0.4793134 472 0 1 0
1.357287 103.9642 506942 908000 95 6 14.9579081 0.3832059 0.4118319 8.6945255 2.5352688 0.3210018 1.1201773 0.5425666 0.5002961 1.6774761 2.0368419 0.5602035 0.4799628 472 0 1 0
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1.357229 103.9635 506945 1160000 121 6 14.8914207 0.3247447 0.3857052 8.6391798 2.4675765 0.2748830 1.0447881 0.6016882 0.4582719 1.6310894 1.9863616 0.5035979 0.4239897 472 0 1 0
1.357999 103.9637 506946 1110000 115 6 14.9519065 0.3633730 0.4726821 8.5997645 2.5268741 0.3592987 1.0726812 0.5199804 0.5429806 1.5929712 2.0652138 0.5804494 0.4050428 472 0 1 0
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1.357970 103.9637 506950 1189998 128 6 14.9505044 0.3661857 0.4695867 8.6020845 2.5254977 0.3565048 1.0725594 0.5224692 0.5401817 1.5962259 2.0628371 0.5781309 0.4082063 472 0 1 0
1.357925 103.9647 506951 1150000 126 6 15.0367943 0.3452043 0.4953502 8.6896901 2.6129633 0.4063900 1.1767374 0.4689692 0.5858368 1.6137039 2.1222338 0.6440937 0.4158558 472 0 1 0
1.391002 103.8362 789096 1033000 115 22 12.0003384 0.9412645 2.4717357 7.5304016 1.2170861 0.0841715 0.7204244 0.1764777 1.6438280 2.5643026 2.4963193 1.9161417 0.1162840 472 1 1 0
1.391327 103.8359 789097 1230000 115 22 12.0396958 0.9786375 2.5149765 7.4870501 1.2605333 0.0833067 0.7589075 0.2204706 1.6794605 2.6044750 2.5404793 1.9569137 0.1383889 472 1 1 0
1.391942 103.8357 789098 1505000 174 22 12.1108412 1.0296150 2.5876057 7.4223657 1.3330600 0.1096185 0.8297743 0.2586561 1.7476663 2.6762398 2.6118973 2.0290396 0.0966574 472 1 1 0
1.392371 103.8355 789099 1065000 75 22 12.1604375 1.0664076 2.6381568 7.3775512 1.3835433 0.1474732 0.8793436 0.2889168 1.7954492 2.7262728 2.6616068 2.0793090 0.0933160 472 1 1 0
1.390860 103.8365 789095 830000 75 23 11.9788876 0.8966708 2.4411910 7.5027039 1.1860714 0.0826223 0.7022652 0.1380010 1.6296359 2.5415650 2.4613988 1.8922577 0.1181342 472 1 1 0
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1.375712 103.9610 518183 642888 54 0 15.8816064 0.0952770 1.0584357 7.2924143 3.3820355 0.4338036 1.3386985 1.0328672 0.4137110 0.4137110 1.2972584 0.7734910 0.1422945 473 1 0 1
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1.376560 103.9615 518188 1150000 103 0 15.9845854 0.2043811 1.1676127 7.3006199 3.2912571 0.4215794 1.4161358 1.0608508 0.4853264 0.4853264 1.3787641 0.7810596 0.1755568 473 1 0 1
1.376270 103.9607 518189 660000 55 0 15.9021239 0.1483515 1.0982643 7.2422842 3.3779723 0.3735697 1.3297110 0.9905605 0.4805025 0.4805025 1.2919908 0.7222192 0.2013360 473 1 0 1
1.328836 103.9147 417391 733888 75 1 8.6247975 0.2838138 0.3453744 2.6956145 0.4853685 0.3335417 0.7608204 0.1061799 0.4487683 1.5306758 2.0130280 0.7072126 0.0506589 473 0 1 0
1.328836 103.9147 417392 1132500 95 1 8.6247975 0.2838138 0.3453744 2.6956145 0.4853685 0.3335417 0.7608204 0.1061799 0.4487683 1.5306758 2.0130280 0.7072126 0.0506589 473 0 1 0
1.328836 103.9147 417396 1050000 78 1 8.6247975 0.2838138 0.3453744 2.6956145 0.4853685 0.3335417 0.7608204 0.1061799 0.4487683 1.5306758 2.0130280 0.7072126 0.0506589 473 0 1 0
1.328836 103.9147 417398 1000000 75 1 8.6247975 0.2838138 0.3453744 2.6956145 0.4853685 0.3335417 0.7608204 0.1061799 0.4487683 1.5306758 2.0130280 0.7072126 0.0506589 473 0 1 0
1.348321 103.8714 556131 1220000 107 12 7.4796301 0.1330421 0.6245644 4.1317161 1.7177614 0.2155595 0.2870038 0.4625068 0.3305981 2.2065889 0.2608725 0.2608725 0.1605945 475 1 0 1
1.348433 103.8711 556132 1458500 97 12 7.4824062 0.1124453 0.6194528 4.1598764 1.6967958 0.2003417 0.3112102 0.4370283 0.2991428 2.1877839 0.2649623 0.2649623 0.1803732 475 1 0 1
1.348419 103.8713 556133 1060000 80 12 7.4860491 0.1181535 0.6268137 4.1484460 1.7033313 0.2119739 0.2953773 0.4529755 0.3165964 2.2013708 0.2573550 0.2573550 0.1740187 475 1 0 1
1.348904 103.8711 556135 1179000 108 12 7.5326244 0.0618655 0.6659143 4.2018688 1.6470299 0.2140170 0.2972045 0.4579522 0.3030465 2.2181563 0.2221875 0.2221875 0.1517810 475 1 0 1
1.365097 103.7707 679048 2250000 198 26 12.7217397 0.3518034 1.3471977 4.7517139 2.9056630 0.4177934 0.4245792 0.3505607 0.3711707 5.5552271 0.7279505 0.6647000 0.2372268 477 1 1 0
1.364753 103.7701 679052 1430000 141 26 12.7429869 0.3684584 1.3858855 4.6779859 2.8830298 0.3971107 0.3466408 0.3493453 0.3269169 5.5372537 0.6525169 0.5965202 0.1735890 477 1 1 0
1.363954 103.7705 679053 1456000 129 26 12.6508438 0.4641096 1.4738318 4.6401400 2.7872250 0.3625530 0.3484401 0.4062818 0.4125872 5.4403933 0.6792194 0.5464255 0.2399639 477 1 1 0
1.363947 103.7688 679035 1680000 154 27 12.7827726 0.4350843 1.4864860 4.5164797 2.8330826 0.2466201 0.1778774 0.4091180 0.2937971 5.4941950 0.4952228 0.4547791 0.1123025 477 0 1 0
1.364865 103.7692 679038 2200000 199 30 12.8201708 0.3495506 1.3798891 4.6244227 2.9184819 0.3495506 0.2791186 0.3104628 0.2418258 5.5770067 0.5631100 0.5666473 0.0767101 477 0 1 0
1.365661 103.7692 679042 1642000 146 30 12.8819650 0.2622572 1.2920679 4.6921487 3.0037851 0.2692860 0.3475532 0.2235259 0.1957584 5.6612772 0.5954205 0.6500519 0.0889587 477 0 1 0
1.430592 103.7860 737918 1018500 129 10 17.8264841 0.3520203 1.0206652 0.7232134 1.7424430 0.3951466 0.7178871 1.0024949 0.2347667 5.9733213 0.5828592 0.5225142 0.1253607 478 1 0 1
1.430611 103.7865 737919 819000 87 10 17.8048947 0.3285022 1.0738483 0.7192946 1.7747800 0.3854441 0.7010615 1.0454237 0.2463728 5.9158983 0.5810454 0.4794510 0.0744974 478 1 0 1
1.430021 103.7856 737922 960000 103 10 17.7881610 0.4300596 1.0027940 0.7909379 1.7683186 0.4680174 0.7909379 1.0114103 0.2970886 6.0298927 0.6497853 0.5161290 0.1673093 478 1 0 1
1.378522 103.8282 787130 1718600 141 3 10.8075397 0.2334980 2.0475666 7.9891538 0.6859918 0.4386572 1.1549534 0.3994762 0.8794663 1.7602176 2.2988114 1.3766964 0.0943111 479 0 1 0
1.380158 103.8277 787131 1792500 172 3 10.9993340 0.3454471 2.1892215 7.8039333 0.8750859 0.5405368 1.1186161 0.2659552 1.0067874 1.9294655 2.4241234 1.5088444 0.0737183 479 0 1 0
1.381257 103.8270 787133 1300000 59 3 11.1341626 0.2840541 2.3096133 7.6651966 1.0078867 0.6545760 1.1357637 0.2529276 1.1242927 2.0630454 2.5354775 1.6259943 0.1869339 479 0 1 0
1.349081 103.7723 587975 1219000 107 17 11.3925035 0.4125092 2.0635542 3.7824153 1.1439981 0.6214117 0.9725489 0.4279446 1.2916811 3.8074068 1.0678075 0.8593410 0.1677938 480 1 0 0
1.348213 103.7715 587976 1188888 107 17 11.4050583 0.3515277 1.9693855 3.6542854 1.0946850 0.6163695 0.9328668 0.5128218 1.2374620 3.7515165 1.1211462 0.8320872 0.0413821 480 1 0 0
1.347686 103.7718 587977 1055000 103 17 11.3415135 0.2836612 2.0062825 3.6589168 1.0268549 0.5526141 0.8649572 0.4462755 1.1698989 3.6843460 1.1877979 0.7648323 0.0760833 480 1 0 0
1.313279 103.8580 207852 1290000 117 10 3.3353495 0.2657268 0.6191321 3.9364733 0.6706403 0.1191359 0.3752869 0.2002326 0.8037965 2.6956797 0.2444290 0.2444290 0.1877577 481 1 0 1
1.312832 103.8582 207853 1350000 119 10 3.2923276 0.2464938 0.5656423 3.9197601 0.6271491 0.1626647 0.3895223 0.1495300 0.8239062 2.7480040 0.2236473 0.2236473 0.1886389 481 1 0 1
1.313011 103.8584 207855 1257500 92 10 3.3163531 0.2749556 0.5815623 3.8966164 0.6514321 0.1421170 0.4125756 0.1709299 0.8454574 2.7312061 0.2521396 0.2521396 0.1698758 481 1 0 1
1.329049 103.9438 465559 1116000 112 13 11.4312403 0.2097716 0.5420504 5.7824996 0.6146868 0.5202273 0.3677600 0.3423590 0.6551197 0.7585924 0.6657107 0.5180545 0.3301506 482 1 0 1
1.328594 103.9446 465560 1210000 126 13 11.4853734 0.2792280 0.5560193 5.8548101 0.6192708 0.4902488 0.2694271 0.2623741 0.7407781 0.7962310 0.7015587 0.5132922 0.2317544 482 1 0 1
1.328157 103.9445 465558 1070000 113 14 11.4546847 0.2670159 0.5142561 5.8346203 0.5747814 0.5336562 0.2560917 0.2856956 0.7612581 0.7612581 0.6662918 0.5382332 0.2220723 482 1 0 1
1.314224 103.8436 308342 2380000 134 7 3.4733504 0.3257364 0.7315241 4.4064339 0.5150055 0.1077210 0.6250811 0.2065090 0.4662435 2.8570227 0.3573037 0.3573037 0.2828586 486 0 1 0
1.314240 103.8431 308345 3500000 186 7 3.4886174 0.3556657 0.7831962 4.4230492 0.4696762 0.1498414 0.5734823 0.2045824 0.4934220 2.8785901 0.3593053 0.3593053 0.2592869 486 0 1 0
1.314442 103.8432 308364 2630000 105 7 3.5083101 0.3430241 0.7745061 4.4424042 0.4869949 0.1341959 0.5833251 0.2045970 0.4712283 2.8554410 0.3361662 0.3361662 0.2648424 486 0 1 0
1.314297 103.8432 308366 2140000 124 7 3.4931506 0.3543232 0.7770901 4.4273983 0.4776194 0.1420033 0.5797560 0.2105930 0.4850713 2.8704813 0.3523401 0.3523401 0.2642535 486 0 1 0
1.330741 103.7660 597159 1965000 221 29 10.8342694 0.4302497 1.1595051 2.6539043 1.4733253 0.1627534 1.5976737 0.3648620 0.7419144 2.5363068 1.6745232 0.8205239 0.1766254 489 1 1 0
1.328971 103.7665 597158 1995000 174 30 10.6914895 0.3019452 0.9652680 2.7364262 1.5704066 0.2283215 1.5285307 0.2403295 0.9339112 2.3753305 1.5771251 0.6170067 0.0944411 489 1 1 0
1.328531 103.7651 597157 1135000 108 32 10.8109000 0.4584210 0.9193546 2.5879081 1.6887795 0.3548339 1.4721627 0.0988073 1.0000296 2.4833046 1.5105842 0.6199437 0.2383050 489 1 1 0
1.289776 103.8412 169658 1052500 73 15 1.3170229 0.2434995 0.2789915 2.1366162 0.2186188 0.7322984 0.5046367 0.5571690 0.7087847 2.4886678 0.2634632 0.2966503 0.1290285 492 1 0 1
1.289604 103.8405 169659 1230000 79 16 1.3694034 0.2510970 0.2761179 2.1731712 0.1659161 0.6658351 0.5708105 0.6230786 0.6703869 2.4232608 0.3071979 0.2932788 0.0574157 492 1 0 1
1.290240 103.8414 169661 1690000 113 16 1.3211717 0.1937032 0.3212177 2.1557093 0.2752197 0.7845100 0.4519873 0.5042999 0.6975081 2.5417461 0.2072012 0.2571664 0.1758948 492 1 0 1
1.318057 103.7535 127647 1465000 118 6 11.5352079 0.2562150 0.7499308 2.0899401 0.9175352 0.9116757 1.3289220 0.4179727 0.7105050 3.4063554 1.2388495 0.9310384 0.2983382 493 0 0 0
1.318911 103.7534 127649 1750000 147 6 11.5834256 0.3298850 0.6928536 2.0038839 1.0012838 0.8575537 1.3711710 0.4976208 0.8008351 3.4290966 1.2852616 1.0154434 0.2308293 493 0 0 0
1.318920 103.7544 127651 1717100 149 6 11.4821063 0.2275855 0.7933254 2.0714073 0.9380348 0.9583500 1.2687516 0.4136077 0.7538621 3.3214564 1.1847925 0.9533141 0.1750899 493 0 0 0
1.318423 103.7536 127720 2350000 250 6 11.5462845 0.2967777 0.7335152 2.0590851 0.9466095 0.8974258 1.3366138 0.4441944 0.7438450 3.4057196 1.2484530 0.9605205 0.2618431 493 0 0 0
1.317860 103.7541 127721 1929400 120 6 11.4690591 0.2413679 0.8152644 2.1451804 0.8602252 0.9777229 1.2631293 0.3576050 0.6598621 3.3431804 1.1728025 0.8742335 0.2958107 493 0 0 0
1.317899 103.7538 127722 1520000 118 6 11.5003368 0.2400904 0.7853892 2.1224990 0.8839931 0.9468813 1.2948927 0.3833384 0.6793858 3.3749134 1.2043840 0.8976737 0.3015221 493 0 0 0
1.317958 103.7533 127723 1420000 114 6 11.5606361 0.2477111 0.7286653 2.0805495 0.9303085 0.8878049 1.3563447 0.4346402 0.7184020 3.4366459 1.2654267 0.9433592 0.2742689 493 0 0 0
1.318978 103.7536 127725 1530000 152 6 11.5583605 0.2997107 0.7172650 2.0162539 0.9890572 0.8821650 1.3455040 0.4844623 0.7932505 3.4004057 1.2604356 1.0035728 0.2061097 493 0 0 0
1.368322 103.7762 678272 730000 62 1 12.5618454 0.6576404 1.1756396 5.4300492 3.2030418 0.8777724 1.1328611 0.2427609 0.9256151 5.7761843 1.4239644 1.1806347 0.0711650 496 1 0 1
1.368407 103.7759 678273 1358888 110 1 12.5898430 0.6329108 1.1509278 5.4149937 3.2123703 0.8545782 1.1109291 0.2754284 0.8942449 5.7903471 1.3987012 1.1609680 0.0463376 496 1 0 1
1.368389 103.7760 678274 1320000 110 1 12.5852752 0.6370101 1.1550439 5.4167917 3.2103956 0.8584760 1.1138306 0.2704914 0.8991969 5.7876751 1.4021848 1.1643795 0.0491184 496 1 0 1
1.369120 103.7759 678275 1445260 118 1 12.6491742 0.5664818 1.0840938 5.4721250 3.2914986 0.7850260 1.1545859 0.2851024 0.8518829 5.8685698 1.4317443 1.0865418 0.1127409 496 1 0 1
1.368408 103.7758 678276 635000 43 1 12.5954731 0.6285358 1.1464880 5.4093864 3.2125506 0.8506587 1.1040140 0.2835791 0.8873357 5.7918006 1.3911839 1.1580946 0.0400702 496 1 0 1
1.350709 103.8647 556112 1115000 118 20 7.5541797 0.2020745 0.8918138 4.7994668 1.3911668 0.3335914 0.2268481 0.3241908 0.3021128 1.8447653 0.8525685 0.7654387 0.0289966 500 1 0 1
1.350709 103.8647 556113 1460000 141 20 7.5541797 0.2020745 0.8918138 4.7994668 1.3911668 0.3335914 0.2268481 0.3241908 0.3021128 1.8447653 0.8525685 0.7654387 0.0289966 500 1 0 1
1.350654 103.8646 556114 1270000 85 20 7.5460532 0.2023650 0.8916779 4.8023148 1.3989816 0.3415974 0.2199413 0.3250883 0.2893241 1.8331914 0.8636530 0.7782201 0.0405685 500 1 0 1
1.296690 103.8845 436879 3105000 224 22 3.9439373 0.2799139 0.6214998 2.5515706 0.6313014 0.3870218 0.1884378 0.2111756 0.3256053 0.3256053 1.0979281 1.0979281 0.2629915 502 1 1 0
1.297884 103.8834 436882 2855000 199 23 3.8808436 0.3314820 0.4654135 2.4790790 0.4978509 0.2681237 0.2609080 0.3359350 0.1459941 0.1459941 0.9225097 0.9225097 0.1013782 502 1 1 0
1.297909 103.8833 436887 3172500 199 23 3.8724643 0.3364310 0.4614206 2.4810467 0.4963106 0.2691382 0.2713183 0.3466469 0.1379767 0.1379767 0.9122989 0.9122989 0.0909090 502 1 1 0
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1.317066 103.8901 389756 1400000 142 17 5.6595445 0.1227629 0.2771404 0.3397386 0.5555830 0.5919306 0.3397386 0.3768546 0.6946445 0.6946445 0.3400514 0.3400514 0.0576770 522 1 0 1
1.316906 103.8894 389757 1040000 142 17 5.5885113 0.1017112 0.2371878 0.4197594 0.5209354 0.5273560 0.4197594 0.3612226 0.6569304 0.6569304 0.4148477 0.3128515 0.1118881 522 1 0 1
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1.333906 103.7875 589660 1710000 156 5 9.0240799 0.1200342 0.9917414 5.0298489 1.4171783 0.4084299 0.4425406 0.4371700 0.5567536 1.9263198 1.1266776 0.5280967 0.0922666 536 0 1 0
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1.348259 103.9281 529772 988000 114 15 11.1216469 0.0956457 0.5492270 5.1456453 1.7121001 0.3914053 1.1594397 1.0268670 1.2885313 1.7797913 1.8205476 1.0539590 0.1012115 537 1 0 1
1.348011 103.9279 529773 1108000 139 15 11.0846820 0.0754076 0.5821851 5.1086220 1.6889676 0.4026409 1.1792305 0.9962887 1.3103564 1.8075950 1.8523606 1.0912603 0.1262882 537 1 0 1
1.347327 103.9275 529774 828000 92 15 11.0001002 0.0803652 0.6549925 5.0237461 1.6232358 0.4263821 1.2156415 0.9161432 1.3515484 1.8637136 1.9197083 1.1373161 0.2081385 537 1 0 1
1.347588 103.9268 529776 815000 92 15 10.9635493 0.1532665 0.7098521 4.9880788 1.6676207 0.5025563 1.2902231 0.9423105 1.4248663 1.9310174 1.9795678 1.1377335 0.2115442 537 1 0 1
1.348277 103.9269 529777 970000 114 15 11.0182710 0.1745349 0.6797676 5.0438398 1.7402949 0.5175062 1.2944194 1.0188178 1.4247045 1.9159790 1.9521267 1.1483540 0.1498878 537 1 0 1
1.348959 103.9273 529778 1038000 114 15 11.1005544 0.2003580 0.6211905 5.1267903 1.8048530 0.5105836 1.2672383 1.0955457 1.3492307 1.8672922 1.8917324 1.0651336 0.0739271 537 1 0 1
1.301172 103.9015 439942 2620000 153 7 5.8940276 0.3005026 1.4390903 2.1007972 0.5471427 0.3005026 0.5370813 0.4833051 0.4758162 1.8529123 0.3262972 0.3262972 0.0635312 546 0 1 0
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1.301759 103.9029 439944 2610084 153 7 6.0549797 0.2567130 1.2789943 2.1157550 0.3896137 0.2958354 0.6723235 0.5792577 0.4765952 1.9379638 0.2236952 0.2236952 0.1861066 546 0 1 0
1.302359 103.9026 439945 2280000 131 7 6.0446741 0.2405720 1.2961451 2.0410137 0.4196771 0.2405720 0.6735492 0.5044560 0.4022387 1.8736431 0.1617400 0.1617400 0.1713301 546 0 1 0
1.302076 103.9020 439946 1679000 52 7 5.9710101 0.2233924 1.3684374 2.0342162 0.4871502 0.2233924 0.6242311 0.5115433 0.3962683 1.8336793 0.2160058 0.2160058 0.0975133 546 0 1 0
1.301619 103.9012 439947 2640000 141 7 5.8749929 0.2452594 1.4619473 2.0397257 0.5752224 0.2452594 0.5262272 0.4617200 0.4192766 1.7934372 0.3051096 0.3051096 0.0015947 546 0 1 0
1.398934 103.7491 689527 830000 108 15 17.1035734 0.2342578 2.1708136 5.9353194 5.2264861 0.3434398 0.2482564 1.0723749 0.3196948 6.7481921 0.3316376 0.3316376 0.1326475 553 1 0 1
1.398909 103.7491 689528 849000 108 15 17.1012903 0.2354308 2.1680586 5.9370564 5.2288091 0.3435129 0.2468446 1.0696128 0.3175856 6.7459628 0.3302149 0.3302149 0.1345441 553 1 0 1
1.398931 103.7491 689529 928000 117 15 17.1052605 0.2316029 2.1712522 5.9375770 5.2280666 0.3405287 0.2457738 1.0727588 0.3216160 6.7464727 0.3291589 0.3291589 0.1347889 553 1 0 1
1.345232 103.9465 521119 840000 158 0 12.5797400 0.1443490 0.2780479 6.6775871 0.2187163 0.1652865 0.8102306 1.0876179 0.5770821 0.5770821 0.7642217 0.1304722 0.0581290 560 0 0 0
1.344677 103.9478 521120 950000 158 0 12.6601623 0.1820397 0.4078433 6.7707314 0.3644301 0.2877736 0.6639268 0.9400161 0.6048413 0.7018272 0.6167975 0.2767867 0.1237179 560 0 0 0
1.345224 103.9479 521123 906500 156 0 12.7096512 0.1285463 0.3806401 6.8155569 0.3715445 0.2585790 0.6635838 0.9530394 0.5507524 0.6669928 0.6214450 0.2835703 0.1086176 560 0 0 0
1.344108 103.9486 521128 890000 154 0 12.7033111 0.2103040 0.5157386 6.8250257 0.4703538 0.3728810 0.5614641 0.8308110 0.5667262 0.8068398 0.5114831 0.3837509 0.2324554 560 0 0 0
1.344049 103.9478 521129 875000 155 0 12.6285034 0.2518899 0.4655423 6.7462671 0.3961463 0.3021189 0.6427773 0.9033793 0.6188375 0.7625202 0.5909034 0.3118898 0.1840869 560 0 0 0
1.344246 103.9472 521131 920500 157 0 12.5858775 0.2296567 0.4112975 6.6979826 0.3292595 0.2349406 0.7095542 0.9706620 0.6797447 0.7100892 0.6582264 0.2461247 0.1409773 560 0 0 0
1.345149 103.9461 521134 872500 160 0 12.5284370 0.1481906 0.2635725 6.6242964 0.1679697 0.1113942 0.8605535 1.1325563 0.5607491 0.5607491 0.8130198 0.0813995 0.1121479 560 0 0 0
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1.301368 103.8988 439958 1797500 124 5 5.6111380 0.2253966 1.2859268 1.9600395 0.8470586 0.3631795 0.3006109 0.2096830 0.4788640 1.6012045 0.5317298 0.5317298 0.1092424 562 0 1 0
1.301388 103.8983 439972 2260000 121 5 5.5631040 0.2297518 1.2413305 1.9415749 0.8984589 0.3981887 0.2738323 0.1741797 0.4999483 1.5617801 0.5762978 0.5762978 0.1265773 562 0 1 0
1.301402 103.8986 439974 2130000 123 5 5.5960268 0.2285630 1.2692123 1.9508249 0.8639849 0.3723270 0.2933345 0.1989876 0.4826977 1.5858056 0.5450990 0.5450990 0.1098380 562 0 1 0
1.351872 103.7593 659920 955000 103 10 12.7286135 0.2083161 0.7084334 2.8112031 2.3149388 0.2629514 1.1355713 0.4324584 0.6199473 4.5379788 1.1599768 0.5053810 0.0295960 572 1 0 1
1.351574 103.7577 659921 920000 84 10 12.8542012 0.1983957 0.5403362 2.6683053 2.3937980 0.1870913 0.9687368 0.5612932 0.4807459 4.3558071 0.9777378 0.4127272 0.1343288 572 1 0 1
1.375516 103.8468 567741 1207500 113 10 10.1741593 0.3522092 0.6000070 7.0137806 0.3720834 0.5633200 0.6788534 0.4633766 0.4117933 1.0501363 0.4320912 0.4550076 0.1466115 579 0 0 1
1.375445 103.8470 567743 1450000 132 10 10.1650733 0.3285453 0.6021261 6.9959908 0.3670174 0.5603180 0.6613506 0.4835991 0.4373415 1.0258523 0.4188139 0.4458349 0.1230343 579 0 0 1
1.375455 103.8473 567744 1230000 114 10 10.1643995 0.2906720 0.6194467 6.9620344 0.3755600 0.5707900 0.6476377 0.5199636 0.4740149 0.9878911 0.4138141 0.4475341 0.0997577 579 0 0 1
1.375622 103.8475 567745 1168000 114 10 10.1822325 0.2743386 0.6427890 6.9400317 0.3973178 0.5928321 0.6597615 0.5400774 0.4850675 0.9727747 0.4308067 0.4670981 0.1100891 579 0 0 1
1.376220 103.8474 567746 1405000 132 10 10.2489801 0.2897008 0.6980160 6.9180459 0.4592839 0.6538865 0.6920899 0.5560030 0.4674774 0.9856517 0.4977877 0.5325366 0.1587513 579 0 0 1
1.376455 103.8472 567747 1225000 117 10 10.2759875 0.3162498 0.7137098 6.9248180 0.4810200 0.6743522 0.6596356 0.5492878 0.4458678 1.0090194 0.5259467 0.5578073 0.1253993 579 0 0 1
1.376487 103.8469 567748 1212544 114 10 10.2807918 0.3427786 0.7076445 6.9467059 0.4811202 0.6727552 0.6461997 0.5281972 0.4194558 1.0357246 0.5333432 0.5615409 0.1045554 579 0 0 1
1.376517 103.8467 567749 1290000 114 10 10.2857230 0.3745814 0.7007050 6.9735798 0.4822583 0.6712934 0.6320242 0.5029520 0.3876285 1.0678364 0.5429494 0.5667367 0.0763284 579 0 0 1
1.337439 103.8466 319581 1388444 105 4 5.9613315 0.2163573 0.5020816 5.5994339 0.2152207 0.1888967 0.3589688 0.7771187 0.1407161 0.9201714 0.7301843 0.4952265 0.1254469 590 0 0 1
1.337797 103.8466 319582 1635000 168 4 6.0005309 0.2180266 0.5367341 5.6113172 0.2090004 0.1605948 0.3192926 0.8153198 0.1354410 0.9175741 0.7217690 0.5343001 0.1549467 590 0 0 1
1.338108 103.8471 319583 1590000 119 4 6.0296923 0.1725879 0.5244353 5.5684037 0.2632963 0.0906438 0.2923149 0.8402820 0.0880391 0.8587154 0.6579854 0.5662223 0.1264201 590 0 0 1
1.374059 103.7663 679668 1380000 154 23 13.7755690 0.1485301 0.5837144 5.2692466 3.9881365 0.5098750 0.5448107 0.4006464 0.3520098 6.1148210 0.6976435 0.6976435 0.3058906 596 1 0 0
1.374717 103.7670 679670 1395000 154 23 13.7729728 0.1481793 0.4748111 5.3735643 4.0375723 0.4101055 0.6431738 0.3866788 0.3169247 6.2220208 0.6649867 0.6649867 0.2758678 596 1 0 0
1.374068 103.7677 679672 1202500 114 23 13.6730888 0.0691450 0.4717624 5.3481301 3.9510101 0.4614506 0.6133427 0.2868010 0.2182874 6.2457767 0.7619391 0.7059912 0.2635301 596 1 0 0
1.373673 103.7680 679674 1400000 154 23 13.6146255 0.0608286 0.4821348 5.3316626 3.8994107 0.5002049 0.6004732 0.2284692 0.1619661 6.2579795 0.8194983 0.7082570 0.2333362 596 1 0 0
1.373055 103.7682 679656 1300000 114 25 13.5477402 0.0928103 0.5276739 5.2873431 3.8270522 0.5196774 0.5655583 0.1663825 0.1159702 6.2464591 0.8909023 0.7434284 0.1754776 596 1 0 0
1.372762 103.7670 679662 1219000 114 25 13.6179860 0.0959058 0.6300597 5.1863762 3.8288458 0.5634360 0.4522731 0.2640464 0.2526163 6.1109596 0.8596884 0.8588653 0.1425497 596 1 0 0
1.373109 103.7667 679664 1520000 154 25 13.6688879 0.0975283 0.6222745 5.2015313 3.8748000 0.5907858 0.4669498 0.3139164 0.2859089 6.1004939 0.8117502 0.8117502 0.1923609 596 1 0 0
1.373611 103.7664 679666 1408000 154 25 13.7310940 0.1219566 0.6058205 5.2327502 3.9369743 0.5498335 0.5029963 0.3738871 0.3257073 6.1004441 0.7485430 0.7485430 0.2564492 596 1 0 0
1.347005 103.9596 528801 890000 105 11 13.9207191 0.1751165 0.6103968 8.0755459 1.6720653 0.4278215 0.6299489 0.1314419 0.7604372 1.6525446 0.8710104 0.7623235 0.1830455 598 0 0 1
1.347338 103.9596 528802 1065000 117 11 13.9426894 0.2109315 0.6470201 8.0938765 1.6796861 0.4588827 0.6638266 0.1595488 0.7242677 1.6299809 0.8945364 0.7252054 0.1824950 598 0 0 1
1.348227 103.9592 528803 1705000 139 11 13.9541438 0.2426989 0.7334963 8.0931071 1.6494040 0.5012144 0.7714997 0.2675694 0.6506876 1.5305543 0.9191067 0.6369645 0.1674206 598 0 0 1
1.347579 103.9593 528804 860000 117 11 13.9227103 0.2273847 0.6639818 8.0691324 1.6443812 0.5000018 0.7016271 0.2032045 0.7135174 1.5833428 0.8785419 0.7057394 0.1455284 598 0 0 1
1.348375 103.9592 528805 980000 119 11 13.9589121 0.2404303 0.7333500 8.0960647 1.6481837 0.4865795 0.7884138 0.2840873 0.6379142 1.5165634 0.9267782 0.6220726 0.1740245 598 0 0 1
1.348665 103.9592 528807 1057500 117 11 13.9786644 0.2510151 0.7049155 8.1129203 1.6581150 0.4673237 0.8178591 0.3115267 0.6076690 1.4985598 0.9512905 0.5899913 0.1988359 598 0 0 1
1.349184 103.9599 528808 1050000 117 11 14.0711725 0.2596397 0.6157692 8.2036556 1.7420868 0.4925657 0.8552433 0.3466155 0.5235713 1.5205398 1.0442146 0.5185056 0.2914224 598 0 0 1
1.348701 103.9606 528811 1100000 137 11 14.1111470 0.2854994 0.6242774 8.2526721 1.8077781 0.5716536 0.7897367 0.2819580 0.5483966 1.6154873 1.0696116 0.5661054 0.3246363 598 0 0 1
1.308493 103.8629 208741 3050000 299 8 3.0098560 0.0481830 0.2011665 3.5104064 0.3349064 0.2002858 0.1405288 0.4016075 0.8244628 2.4381084 0.6828020 0.1038202 0.1061045 600 0 0 1
1.309416 103.8632 208745 1395000 86 8 3.1142987 0.1037988 0.2803529 3.4543706 0.4271093 0.2480337 0.2443575 0.4694675 0.9111188 2.4599162 0.7611252 0.1677654 0.0465457 600 0 0 1
1.309216 103.8629 208747 1155000 63 8 3.0820674 0.0683501 0.2439723 3.4883537 0.4120331 0.2128643 0.2207419 0.4333470 0.8747595 2.4751976 0.7408771 0.1313084 0.0701771 600 0 0 1
1.308493 103.8629 208749 1125000 63 8 3.0098560 0.0481830 0.2011665 3.5104064 0.3349064 0.2002858 0.1405288 0.4016075 0.8244628 2.4381084 0.6828020 0.1038202 0.1061045 600 0 0 1
1.308488 103.8634 208766 1900000 122 8 3.0321244 0.0975058 0.2501277 3.4602907 0.3212498 0.2530947 0.1491967 0.4516490 0.8664985 2.3903688 0.6637917 0.1566146 0.0829565 600 0 0 1
1.294255 103.8408 238307 2085444 82 17 1.6493584 0.1445491 0.7710934 2.5384398 0.6750462 1.0869645 0.4535413 0.4769388 0.5024453 2.8090311 0.2680793 0.3140981 0.1738483 606 1 0 0
1.294825 103.8401 238309 1952900 123 17 1.7485547 0.2188608 0.8294324 2.6354635 0.7318193 1.1081124 0.5490251 0.5693825 0.4364122 2.8076167 0.3602970 0.3438385 0.1203945 606 1 0 0
1.410528 103.8305 769133 700000 55 2 14.2377562 0.6592679 2.1698019 5.7157696 2.3411433 0.7380181 0.8063121 0.1968260 0.7766464 3.2597034 2.2034304 0.7900959 0.2085488 608 0 0 1
1.410959 103.8308 769134 965000 104 2 14.2797012 0.6027375 2.1280969 5.7189622 2.2970271 0.6807828 0.7505683 0.1894937 0.7306837 3.2045993 2.1485120 0.7327912 0.2070877 608 0 0 1
1.410547 103.8311 769135 908000 86 2 14.2286048 0.6108339 2.1747617 5.7743982 2.3469179 0.7065545 0.7834438 0.1335298 0.7799034 3.2379180 2.1825990 0.7458817 0.2542736 608 0 0 1
1.410547 103.8311 769136 1119000 121 2 14.2286048 0.6108339 2.1747617 5.7743982 2.3469179 0.7065545 0.7834438 0.1335298 0.7799034 3.2379180 2.1825990 0.7458817 0.2542736 608 0 0 1
1.410667 103.8318 769137 1320000 142 2 14.2305743 0.5566365 2.1588523 5.8291662 2.3439618 0.6695580 0.7548999 0.0896236 0.7787374 3.2062114 2.1524985 0.6952847 0.2594901 608 0 0 1
1.410921 103.8321 769138 940000 93 2 14.2518381 0.5089573 2.1302155 5.8525831 2.3234633 0.6278433 0.7205450 0.1050871 0.7619577 3.1681083 2.1155513 0.6489912 0.2553360 608 0 0 1
1.410957 103.8324 769139 1320000 121 2 14.2510747 0.4889772 2.1264463 5.8779665 2.3253669 0.6023015 0.7133566 0.1127503 0.7674082 3.1566841 2.1052600 0.6304871 0.2712188 608 0 0 1
1.413201 103.8356 768446 1019000 161 21 14.4501182 0.1505717 1.9158935 6.0737776 2.1841985 0.1899067 0.5478851 0.5224970 0.4882233 2.8461047 1.8165914 0.3177312 0.1118249 615 1 0 1
1.413409 103.8361 768447 840000 89 21 14.4659851 0.1223580 1.9060117 6.1166482 2.1850519 0.1514635 0.5633427 0.5814961 0.4312391 2.8157368 1.7925222 0.3129512 0.1716519 615 1 0 1
1.413228 103.8366 768448 767500 89 21 14.4395752 0.1584871 1.9390664 6.1755244 2.2257611 0.1742830 0.6146334 0.6125443 0.4130861 2.8297090 1.8134144 0.3557441 0.1503260 615 1 0 1
1.412811 103.8367 768449 807000 91 21 14.3922917 0.2052632 1.9867522 6.2059267 2.2727206 0.2219535 0.6572570 0.5962686 0.4464666 2.8746683 1.8600326 0.4018340 0.1315458 615 1 0 1
1.412370 103.8351 768451 787500 109 21 14.3654974 0.2560518 1.9965296 6.0653036 2.2514745 0.2968888 0.6036890 0.4201390 0.5930847 2.9453124 1.9112842 0.4037102 0.1105115 615 1 0 1
1.412840 103.8348 768452 775000 81 21 14.4213744 0.2136953 1.9398905 6.0128173 2.1915594 0.2698958 0.5430036 0.4322879 0.5794633 2.8989492 1.8615225 0.3523472 0.0490871 615 1 0 1
1.306822 103.8881 399941 1350000 45 2 4.8010590 0.3756800 0.1439716 1.3626347 0.2964781 0.2964776 0.1640924 0.3820455 0.4767234 0.4767234 1.1611336 0.3958780 0.1592005 616 0 0 1
1.306802 103.8882 399942 1660000 105 2 4.8135611 0.3899681 0.1334445 1.3582693 0.3117315 0.3117309 0.1650686 0.3794481 0.4788298 0.4788298 1.1525964 0.4118614 0.1581054 616 0 0 1
1.306958 103.8880 399944 1760000 106 2 4.8058103 0.3636428 0.1381153 1.3504043 0.2860617 0.2860611 0.1497134 0.3973099 0.4617447 0.4617447 1.1520837 0.3875730 0.1457653 616 0 0 1
1.306930 103.8890 399945 1955000 146 2 4.8951863 0.4540806 0.0795297 1.3130574 0.3858486 0.3858481 0.1717762 0.4031159 0.4734369 0.4734369 1.0880729 0.4916698 0.1552569 616 0 0 1
1.307084 103.8888 399946 1940000 106 2 4.8863887 0.4301191 0.0685259 1.3043494 0.3606081 0.3606076 0.1471871 0.4159876 0.4530224 0.4530224 1.0869023 0.4675723 0.1318080 616 0 0 1
1.307142 103.8897 399948 1328000 45 2 4.9792584 0.3673805 0.0940407 1.2643648 0.4598041 0.4598036 0.2095376 0.4507647 0.4746584 0.4746584 1.0209464 0.5694517 0.1878919 616 0 0 1
1.359260 103.8454 573973 1855000 113 4 8.3846573 0.1841671 0.6597838 7.0001400 0.5906274 0.1946673 0.9923515 0.3243163 0.8901119 1.1470191 1.0557071 0.2264062 0.1278880 616 0 0 1
1.359985 103.8462 573975 1694444 147 4 8.4578863 0.1402322 0.6390750 6.9829967 0.4755355 0.2650813 1.0454732 0.2029535 0.7686589 1.1292356 1.0243951 0.3492699 0.2436833 616 0 0 1
1.296835 103.7654 128045 1206000 107 10 9.6804309 0.6429147 0.9227530 4.7801815 0.7849887 0.6711450 2.0446340 0.2806301 1.9912805 3.0453797 0.7609094 0.6587935 0.1603526 616 1 0 1
1.296907 103.7651 128046 1230000 108 10 9.7158436 0.6375027 0.9191754 4.7548705 0.7720310 0.6662870 2.0364309 0.2500295 1.9680599 3.0633606 0.7579288 0.6421168 0.1580709 616 1 0 1
1.297009 103.7653 128047 1260000 108 10 9.6983791 0.6274803 0.9053467 4.7557043 0.7635008 0.6530514 2.0251629 0.2720955 1.9670660 3.0418074 0.7437650 0.6360393 0.1734955 616 1 0 1
1.297224 103.7649 128048 1045000 107 10 9.7483975 0.6015560 0.8889574 4.7103967 0.7340488 0.6353282 2.0015147 0.2395519 1.9241465 3.0573178 0.7285569 0.6017242 0.1698150 616 1 0 1
1.297656 103.7649 128049 1015000 86 10 9.7494959 0.5537121 0.8406744 4.6733450 0.6870110 0.5870115 1.9534978 0.2715613 1.8846131 3.0188381 0.6803753 0.5563503 0.1429159 616 1 0 1
1.303614 103.7842 138678 1382500 112 15 7.7960908 0.5598096 0.7934880 5.6999758 0.9334908 0.1558736 0.5826540 0.6896148 0.3649425 1.4708323 0.5010886 0.2649957 0.1904295 618 1 0 1
1.304632 103.7836 138679 1382000 90 15 7.8949446 0.4898982 0.7264602 5.5784538 0.8753608 0.1853249 0.7152395 0.7561889 0.4974513 1.3592751 0.5400753 0.1835680 0.2244921 618 1 0 1
1.304441 103.7843 138680 1370000 90 15 7.8128077 0.5673487 0.7060896 5.6559392 0.8489641 0.2144758 0.6574611 0.6759965 0.4433973 1.3791765 0.4652540 0.2609506 0.2630029 618 1 0 1
1.319788 103.7778 597625 2650000 297 37 9.1136433 0.1725463 0.9732441 4.2179429 0.9836365 0.6915185 0.9443225 0.5930580 0.7777828 0.7777828 1.5999305 0.9100520 0.0995218 623 1 1 0
1.319938 103.7796 597627 1655000 167 37 8.9424551 0.0285251 1.1729119 4.3992536 1.1565528 0.6642537 0.9612872 0.5040761 0.6116569 0.6116569 1.7568840 0.7505587 0.0949888 623 1 1 0
1.318799 103.7790 597628 1665000 153 37 8.9408700 0.0680427 1.1104716 4.3868448 1.0410396 0.5469502 0.8305794 0.4210210 0.6072828 0.6072828 1.6904801 0.7751152 0.2090888 623 1 1 0
1.318310 103.7777 597630 2100000 194 37 9.0505402 0.1332952 0.9675173 4.2708666 0.8861506 0.5452461 0.7824438 0.4862192 0.7328661 0.7328661 1.5447527 0.8116227 0.1079923 623 1 1 0
1.381145 103.8942 544985 1055000 97 6 11.7866617 0.1983444 0.2672983 2.8235667 2.6089875 0.1374771 0.2134666 0.6822704 0.2730640 2.3445792 0.9678130 0.0825469 0.2572867 625 0 0 1
1.381066 103.8939 544986 1010700 99 6 11.7667996 0.2134197 0.2889729 2.8415207 2.5906933 0.1561080 0.1992054 0.6982150 0.3001904 2.3141027 0.9581547 0.0869237 0.2555729 625 0 0 1
1.380859 103.8938 544987 1142500 113 6 11.7391243 0.2403135 0.2950206 2.8686949 2.5635057 0.1840227 0.2077323 0.6962456 0.3157937 2.2898854 0.9350945 0.1115118 0.2738316 625 0 0 1
1.380633 103.8937 544988 1063000 127 6 11.7133440 0.2663153 0.2938218 2.8946680 2.5375315 0.2096103 0.2258265 0.6864782 0.2951144 2.2737984 0.9100645 0.1374439 0.2817292 625 0 0 1
1.380576 103.8935 544989 1128000 143 6 11.6980091 0.2805918 0.3152812 2.9086770 2.5236733 0.2263777 0.2215639 0.7020748 0.2997199 2.2493657 0.9042971 0.1498509 0.2671918 625 0 0 1
1.380506 103.8933 544990 940000 98 6 11.6813387 0.2975750 0.3370014 2.9242174 2.5085783 0.2457361 0.2213573 0.7174745 0.3050889 2.2242844 0.8977357 0.1663680 0.2527925 625 0 0 1
1.380485 103.8941 544992 1138000 106 6 11.7155455 0.2722722 0.2482724 2.8961822 2.5367965 0.2109580 0.2620797 0.6425099 0.2651596 2.3073293 0.8942268 0.1522250 0.2872445 625 0 0 1
1.380461 103.8943 544993 1145000 100 6 11.7232747 0.2722663 0.2234125 2.8907933 2.5432374 0.2093752 0.2791177 0.6212225 0.2566740 2.3296793 0.8928583 0.1594906 0.2993022 625 0 0 1
1.342916 103.7195 648305 1270000 47 1 16.0739313 0.2966217 0.3770316 2.7551528 0.7577357 0.2595553 0.1976989 0.3322583 0.3694598 0.3694598 1.5788288 0.8386260 0.1571996 629 0 0 1
1.342561 103.7197 648322 1892010 225 1 16.0378489 0.3414619 0.3412336 2.7195791 0.8002699 0.2146183 0.2164093 0.3036253 0.4125024 0.4125024 1.5915040 0.8591266 0.1890818 629 0 0 1
1.342561 103.7197 648324 1185000 99 1 16.0378489 0.3414619 0.3412336 2.7195791 0.8002699 0.2146183 0.2164093 0.3036253 0.4125024 0.4125024 1.5915040 0.8591266 0.1890818 629 0 0 1
1.344547 103.7182 649811 982888 100 17 16.2851033 0.0641997 0.3996579 2.9664084 0.5677971 0.3345095 0.2849125 0.4983777 0.1991896 0.1991896 1.4905188 0.6319733 0.1320516 638 1 0 1
1.344294 103.7178 649812 1095000 141 17 16.3074543 0.0891154 0.3783002 2.9883626 0.5713435 0.3810237 0.3200739 0.4755702 0.2409209 0.2409209 1.4456720 0.6058278 0.1674266 638 1 0 1
1.344069 103.7174 649813 1027500 116 18 16.3456443 0.1315430 0.3470913 3.0266408 0.5247655 0.4364961 0.3735652 0.4636519 0.2907449 0.2907449 1.3871316 0.5665356 0.1281311 638 1 0 1
1.344080 103.7170 649814 1040500 118 18 16.3878361 0.1589318 0.3108374 3.0690096 0.4802977 0.4264402 0.4191113 0.4748398 0.3188472 0.3188472 1.3451122 0.5249177 0.0885579 638 1 0 1
1.344882 103.7170 649816 1030584 116 18 16.4169627 0.1074799 0.2677316 3.0980213 0.4727356 0.3401823 0.4169265 0.5609788 0.2541556 0.2541556 1.3879414 0.4987870 0.0847618 638 1 0 1
1.371327 103.9438 518190 2000000 233 2 14.1298515 0.3370252 1.3071314 5.9463548 2.8513801 0.3405880 0.6330668 0.3169574 0.4254417 1.6518954 0.6753043 0.5397151 0.2674031 644 0 0 1
1.370941 103.9444 518192 1365000 110 2 14.1490274 0.3170069 1.2525217 6.0249844 2.8071806 0.3098096 0.5852481 0.3938524 0.4385179 1.5895670 0.6203962 0.4609853 0.2444683 644 0 0 1
1.371016 103.9448 518194 1100000 103 2 14.1874343 0.2830032 1.2541286 6.0545332 2.8154709 0.2715233 0.5409125 0.4334373 0.4185878 1.5840545 0.5751006 0.4328120 0.2081753 644 0 0 1
1.371444 103.9446 518211 800000 69 2 14.2025007 0.2617512 1.3044715 6.0062652 2.8629391 0.2589492 0.5457910 0.3983189 0.3789098 1.6364396 0.5869441 0.4831233 0.1921222 644 0 0 1
1.371892 103.9443 518212 1270000 114 2 14.2112584 0.2582576 1.3588356 5.9482311 2.9128223 0.2662864 0.5659000 0.3565005 0.3455826 1.6941453 0.6138750 0.5429473 0.1996321 644 0 0 1
1.371852 103.9441 518213 840000 74 2 14.1904267 0.2815846 1.3586876 5.9318326 2.9088186 0.2907334 0.5907600 0.3326018 0.3607747 1.6975200 0.6386883 0.5568973 0.2144989 644 0 0 1
1.352100 103.7567 659801 851500 108 16 12.9765315 0.2014507 0.5008475 2.6460693 2.3168666 0.0921231 0.8888454 0.5879884 0.3590373 4.2567940 0.8881159 0.4668994 0.0813956 645 1 0 1
1.352244 103.7564 659802 900000 95 16 13.0117986 0.1785447 0.4935664 2.6396424 2.2945246 0.0795376 0.8667806 0.5690704 0.3242741 4.2277485 0.8629637 0.4864625 0.0939864 645 1 0 1
1.353074 103.7562 659804 869444 95 16 13.0886316 0.2180223 0.5563697 2.6978213 2.3097719 0.1578217 0.8024766 0.4757788 0.2482846 4.2154472 0.8722627 0.5818938 0.0986265 645 1 0 1
1.340489 103.9568 528715 1050000 87 3 13.2977616 0.2430606 0.1966318 7.5231823 1.4709062 0.4113121 0.4666464 0.1803137 0.5578242 1.7564079 0.4976502 0.5122571 0.0876054 646 0 0 1
1.340216 103.9570 528716 1350000 127 3 13.2986363 0.2084284 0.2079670 7.5294258 1.4986269 0.4437137 0.4990248 0.1929709 0.5738363 1.7881211 0.5282564 0.5415653 0.1133924 646 0 0 1
1.339871 103.9570 528718 1380000 122 3 13.2890712 0.1696573 0.2349038 7.5259729 1.5229809 0.4830068 0.5249790 0.1615844 0.5841721 1.8186120 0.5576677 0.5690541 0.1510003 646 0 0 1
1.339756 103.9568 528719 1320000 122 3 13.2599868 0.1718838 0.2593859 7.4971072 1.5047807 0.4921446 0.5211766 0.1775939 0.5589499 1.8056664 0.5444899 0.5540803 0.1663250 646 0 0 1
1.339744 103.9566 528720 1580000 145 3 13.2363428 0.1871288 0.2755156 7.4720203 1.4819474 0.4913969 0.5041440 0.1842501 0.5331127 1.7860441 0.5251980 0.5335528 0.1740836 646 0 0 1
1.339946 103.9563 528721 1560000 170 3 13.2194280 0.2247067 0.2792387 7.4499054 1.4442081 0.4683148 0.4666941 0.1459987 0.5006072 1.7477952 0.4870314 0.4952601 0.1667598 646 0 0 1
1.341105 103.9566 529881 1060000 87 3 13.3078526 0.2685217 0.1804838 7.5222171 1.4219862 0.3407253 0.4062575 0.1617124 0.5414660 1.6962739 0.4429748 0.4614838 0.0568578 646 0 0 1
1.340932 103.9559 529883 1072500 93 3 13.2311053 0.3165914 0.2592139 7.4433649 1.3575922 0.3624349 0.3567275 0.0827811 0.4623138 1.6448772 0.3848481 0.3988239 0.1361280 646 0 0 1
1.340806 103.9557 529884 834444 86 3 13.2050685 0.3379562 0.2847199 7.4178860 1.3428018 0.3798696 0.3506674 0.0573763 0.4381865 1.6357082 0.3746060 0.3862400 0.1611180 646 0 0 1
1.340530 103.9560 529885 1060000 87 3 13.2211086 0.2948772 0.2661733 7.4403348 1.3870387 0.4052563 0.3968953 0.0909940 0.4689536 1.6819856 0.4208286 0.4318773 0.1423772 646 0 0 1
1.349669 103.9608 528779 1080000 115 10 14.1909497 0.1774574 0.5150045 8.3237223 1.8590680 0.5285336 0.8939090 0.3876629 0.4371824 1.5784748 1.1601292 0.4596137 0.2699959 648 1 0 1
1.349767 103.9617 528780 1067500 92 10 14.2771561 0.1856070 0.4694367 8.4135297 1.9528807 0.5277542 0.9029143 0.3314189 0.4132565 1.6527952 1.2392757 0.4643517 0.2668180 648 1 0 1
1.349730 103.9619 528781 1332500 190 10 14.2975472 0.2020829 0.4663276 8.4355933 1.9773788 0.5361611 0.9000431 0.3126867 0.4173696 1.6774422 1.2573312 0.4758397 0.2785463 648 1 0 1
1.349411 103.9624 528783 1190000 135 10 14.3237032 0.2606475 0.4916862 8.4676620 2.0197207 0.5822839 0.8695179 0.2554735 0.4571315 1.7395939 1.2777026 0.5268559 0.2837142 648 1 0 1
1.349232 103.9626 528784 1218000 135 10 14.3304420 0.2539291 0.5094047 8.4773009 2.0347952 0.6067157 0.8524770 0.2287258 0.4798249 1.7664530 1.2825602 0.5527255 0.2606312 648 1 0 1
1.349016 103.9627 528785 1260000 135 10 14.3332408 0.2314611 0.5321964 8.4833224 2.0471938 0.6155339 0.8315856 0.1995418 0.5066011 1.7935405 1.2839173 0.5816060 0.2346773 648 1 0 1
1.348780 103.9628 528786 1095000 114 10 14.3251688 0.2063943 0.5581175 8.4781560 2.0483775 0.5915491 0.8068783 0.1735805 0.5334354 1.8121816 1.2750941 0.6079440 0.2080701 648 1 0 1
1.348550 103.9628 528787 1650000 211 10 14.3196916 0.1830631 0.5834030 8.4756842 2.0525445 0.5691616 0.7834755 0.1471936 0.5601410 1.8328385 1.2693258 0.6347208 0.1820581 648 1 0 1
1.348580 103.9623 528788 1235000 135 10 14.2665774 0.1825133 0.5847017 8.4189947 1.9905752 0.5583047 0.7765052 0.1895807 0.5472646 1.7777241 1.2167209 0.6092613 0.1986231 648 1 0 1
1.348670 103.9620 528789 1698000 214 10 14.2457436 0.1979136 0.5794084 8.3956334 1.9627367 0.5639960 0.7833954 0.2185957 0.5352306 1.7472102 1.1967782 0.5910623 0.2201152 648 1 0 1
1.348552 103.9618 528790 990000 114 10 14.2155965 0.1945096 0.5976847 8.3654023 1.9336490 0.5485022 0.7685448 0.2327258 0.5478765 1.7318483 1.1667826 0.5971302 0.2231709 648 1 0 1
1.348751 103.9615 528791 1120000 112 10 14.2068614 0.2243046 0.5818520 8.3533040 1.9147855 0.5695222 0.7898466 0.2641616 0.5265184 1.7003787 1.1599585 0.5708136 0.2545826 648 1 0 1
1.348913 103.9613 528792 1400000 190 10 14.1964144 0.2508610 0.5711645 8.3399492 1.8958303 0.5874080 0.8077360 0.2930471 0.5103213 1.6715141 1.1518451 0.5492061 0.2826509 648 1 0 1
1.349376 103.9610 528794 1108000 114 10 14.1874634 0.2096412 0.5377820 8.3240321 1.8664917 0.5632408 0.8604736 0.3554037 0.4655116 1.6090480 1.1509012 0.4931993 0.3014639 648 1 0 1
1.349583 103.9608 528795 980000 114 10 14.1870895 0.1869107 0.5229897 8.3208075 1.8579758 0.5381434 0.8843050 0.3781173 0.4461519 1.5846575 1.1548098 0.4692128 0.2793877 648 1 0 1
1.349857 103.9608 528796 1007500 114 10 14.1952891 0.1573629 0.5000447 8.3257772 1.8569765 0.5067346 0.9152708 0.4081390 0.4189604 1.5610089 1.1683754 0.4383721 0.2501139 648 1 0 1
1.337772 103.7351 600117 1100000 158 0 14.2606157 0.1743331 0.4268538 0.9513774 0.6989194 0.4340660 0.5825366 1.8544180 0.1790359 2.0290281 0.7447892 0.6751502 0.1474586 654 0 0 0
1.338128 103.7354 600118 1260000 181 0 14.2425261 0.1194187 0.3814859 0.9421150 0.6472965 0.3884455 0.5687516 1.8873700 0.1932072 2.0454883 0.7422287 0.6743287 0.1925373 654 0 0 0
1.335604 103.7371 600122 1145000 158 0 13.9602322 0.2971780 0.3931088 0.6412249 0.8778426 0.1466640 0.6412249 2.1161361 0.1478873 2.3381502 0.4243642 0.3529963 0.1642476 654 0 0 0
1.334525 103.7372 600124 1150000 155 0 13.8984201 0.4173573 0.4953204 0.5860956 0.9962368 0.1841593 0.5860956 2.1610492 0.2528035 2.4125582 0.3592909 0.2874332 0.0483439 654 0 0 0
1.355157 103.7524 659246 1000000 117 15 13.5613573 0.1363044 0.7367766 2.6911672 2.0848854 0.2261545 0.4162716 0.4737896 0.2277228 3.8599951 0.7138722 0.4876047 0.0728743 655 1 0 1
1.354941 103.7527 659247 1015000 80 15 13.5255880 0.1072404 0.7081071 2.6808748 2.0913377 0.2520657 0.4447136 0.4644530 0.1927042 3.8798578 0.7081113 0.5233648 0.0920970 655 1 0 1
1.354865 103.7531 659248 1328000 158 15 13.4776377 0.1060139 0.6922850 2.6965722 2.1286452 0.3052440 0.4665971 0.4277535 0.1427764 3.9290925 0.7323504 0.5661791 0.0894475 655 1 0 1
1.355689 103.7524 659245 1084000 119 16 13.5950124 0.1933476 0.7944275 2.7452849 2.1228197 0.2398368 0.3582752 0.4452744 0.2611929 3.8766064 0.7654958 0.4460327 0.0949202 655 1 0 1
1.438721 103.8303 768097 780000 70 1 17.3338046 0.2058830 0.5753698 4.8793547 0.8250810 0.4231059 0.5270620 0.3779550 0.6183239 0.9792129 0.7025377 0.7025377 0.1600048 656 0 0 1
1.438721 103.8303 768098 950000 89 1 17.3338046 0.2058830 0.5753698 4.8793547 0.8250810 0.4231059 0.5270620 0.3779550 0.6183239 0.9792129 0.7025377 0.7025377 0.1600048 656 0 0 1
1.438721 103.8303 768140 969444 80 1 17.3338046 0.2058830 0.5753698 4.8793547 0.8250810 0.4231059 0.5270620 0.3779550 0.6183239 0.9792129 0.7025377 0.7025377 0.1600048 656 0 0 1
1.438721 103.8303 768141 852000 80 1 17.3338046 0.2058830 0.5753698 4.8793547 0.8250810 0.4231059 0.5270620 0.3779550 0.6183239 0.9792129 0.7025377 0.7025377 0.1600048 656 0 0 1
1.310015 103.7611 127140 1605400 121 5 10.4605290 0.0978970 0.7932945 3.3129732 0.2508398 0.3053488 0.7347630 0.1508752 0.5476708 2.6705193 0.6468146 0.3006187 0.1292504 659 1 1 0
1.310354 103.7613 127146 1739000 121 5 10.4489877 0.0801100 0.8036136 3.2986266 0.2386873 0.3438848 0.6909928 0.1692307 0.5487435 2.6379955 0.6027736 0.2980274 0.1648789 659 1 1 0
1.309386 103.7609 127158 1481500 113 5 10.4624532 0.0942305 0.7640665 3.3537447 0.2987680 0.2363525 0.8037667 0.1291240 0.5708688 2.7119955 0.7177066 0.3344889 0.0743362 659 1 1 0
1.310666 103.7615 127159 1635000 132 5 10.4367850 0.0799254 0.8139333 3.2870550 0.2358814 0.3806582 0.6495984 0.1930929 0.5544953 2.6066048 0.5612507 0.3030318 0.2021755 659 1 1 0
1.310822 103.7619 127160 1612000 120 5 10.4022447 0.1063337 0.8013031 3.3010698 0.2639910 0.4048756 0.6108934 0.2030877 0.5438547 2.5623200 0.5252532 0.3358975 0.1898162 659 1 1 0
1.310905 103.7622 127161 2000000 141 5 10.3688677 0.1400414 0.7864049 3.3192276 0.2954289 0.4069162 0.5817535 0.2133461 0.5272878 2.5236053 0.4995071 0.3696409 0.1522537 659 1 1 0
1.310799 103.7627 127162 1935000 141 5 10.3225321 0.1863559 0.7515989 3.3580797 0.3416411 0.3630353 0.5682631 0.2119225 0.5333398 2.4835175 0.4922991 0.3897768 0.1075028 659 1 1 0
1.319279 103.7741 591301 1220000 123 0 9.4645126 0.5487464 0.5567201 3.8550076 0.6547697 0.8235359 1.0203850 0.4335242 0.8002501 1.1528625 1.1939019 0.5895370 0.0713545 660 1 0 1
1.318342 103.7740 591401 1239800 164 0 9.4263070 0.5439849 0.5593684 3.8932705 0.5683763 0.7274130 0.9345463 0.5349505 0.7559335 1.1380504 1.1513824 0.4999714 0.1625954 660 1 0 1
1.317453 103.7738 592001 1501500 163 0 9.4107022 0.5716041 0.5591863 3.9125306 0.4775242 0.6279887 0.8700934 0.6296198 0.7042938 1.1541184 1.0977639 0.4067250 0.2404033 660 1 0 1
1.318274 103.7758 597001 1500000 163 0 9.2406667 0.3438222 0.7583473 4.0785660 0.7076307 0.6675546 0.8337211 0.6063493 0.9392477 0.9392477 1.3398873 0.6340854 0.1789092 660 1 0 1
1.318155 103.7752 599001 1300000 163 0 9.2951837 0.4094908 0.6952481 4.0239732 0.6481569 0.7062272 0.8489910 0.5907950 0.8784111 1.0021701 1.2730594 0.5752995 0.2428677 660 1 0 1
1.386610 103.8413 787056 918000 88 18 11.4480386 0.3409762 1.8323526 7.1118130 0.6273387 0.7566253 0.5554092 0.2798876 1.1533380 2.0376276 1.8007162 1.3944746 0.1476280 664 1 0 1
1.385832 103.8416 787057 970000 107 18 11.3588648 0.3592876 1.7409143 7.1054090 0.5470071 0.7445404 0.5577926 0.3424937 1.0624502 1.9535317 1.7082313 1.3133231 0.0776605 664 1 0 1
1.385420 103.8407 787058 915000 109 18 11.3225598 0.4587492 1.7178311 7.2057070 0.4915604 0.6959493 0.4588312 0.2898991 1.0373730 1.9035037 1.7061210 1.2574279 0.1708290 664 1 0 1
1.386111 103.8404 787059 1025000 131 18 11.4027117 0.4497267 1.8015515 7.2179142 0.5685570 0.7407075 0.4470267 0.2172254 1.1211085 1.9795969 1.7911441 1.3314879 0.1552848 664 1 0 1
1.339380 103.9507 529890 907500 89 16 12.6471915 0.2170332 0.8560893 6.8472629 0.9729445 0.5023302 0.5135194 0.5146341 0.1460640 1.3748683 0.4537936 0.4151072 0.1253608 684 1 0 1
1.338994 103.9515 529891 860000 109 16 12.7037605 0.3125307 0.7878041 6.9156837 1.0658467 0.5300391 0.5043090 0.4464150 0.1330177 1.4597326 0.4520368 0.4171119 0.1472032 684 1 0 1
1.338522 103.9504 529892 920000 109 16 12.5640338 0.2680011 0.9285528 6.7750338 1.0158498 0.6047484 0.6155666 0.5870616 0.2422636 1.4342970 0.5569079 0.5185823 0.1377813 684 1 0 1
1.305793 103.7847 138684 990000 90 18 7.8197011 0.5600669 0.5545451 5.6065447 0.7011095 0.3562646 0.6581299 0.6575205 0.5746895 1.2304386 0.4196598 0.3156519 0.2171510 686 1 0 1
1.305406 103.7832 138685 995000 120 18 7.9659464 0.4606211 0.6850533 5.4905620 0.8390595 0.2565233 0.8134200 0.7863478 0.5957469 1.2766499 0.5832200 0.1754918 0.2215129 686 1 0 1
1.306132 103.7834 138686 1080000 90 18 7.9674332 0.5126326 0.6085283 5.4660244 0.7641167 0.3395710 0.7791779 0.7077605 0.6565315 1.1944592 0.5668395 0.2502878 0.1898798 686 1 0 1
1.305793 103.7847 138687 1350000 116 18 7.8197011 0.5600669 0.5545451 5.6065447 0.7011095 0.3562646 0.6581299 0.6575205 0.5746895 1.2304386 0.4196598 0.3156519 0.2171510 686 1 0 1
1.428727 103.7854 737783 545000 40 1 17.6666513 0.4921117 1.0549145 0.9361110 1.8793431 0.6123848 0.9068902 1.1044815 0.4419383 6.0759440 0.7949113 0.4735962 0.2505542 689 1 0 1
1.428595 103.7853 737784 628000 56 1 17.6558623 0.4946751 1.0580556 0.9514260 1.8890473 0.6280728 0.9109520 1.1122671 0.4571123 6.0845674 0.8101896 0.4677490 0.2648823 689 1 0 1
1.428331 103.7852 737786 600000 40 1 17.6342870 0.4837800 1.0650311 0.9821290 1.9087223 0.6594937 0.9198397 1.1283633 0.4876116 6.1019051 0.8408319 0.4574825 0.2940237 689 1 0 1
1.428066 103.7851 737788 547000 40 1 17.6123363 0.4711090 1.0735075 1.0129396 1.9291546 0.6909105 0.9290613 1.1456068 0.5183101 6.1187414 0.8715997 0.4498973 0.3233153 689 1 0 1
1.427503 103.7851 737793 720000 56 1 17.5578393 0.4695807 1.1088661 1.0753768 1.9821001 0.7525353 0.9324997 1.1944844 0.5807950 6.1359024 0.9340586 0.4593147 0.3747966 689 1 0 1
1.427503 103.7851 737794 599444 47 1 17.5578393 0.4695807 1.1088661 1.0753768 1.9821001 0.7525353 0.9324997 1.1944844 0.5807950 6.1359024 0.9340586 0.4593147 0.3747966 689 1 0 1
1.427503 103.7851 737795 540000 40 1 17.5578393 0.4695807 1.1088661 1.0753768 1.9821001 0.7525353 0.9324997 1.1944844 0.5807950 6.1359024 0.9340586 0.4593147 0.3747966 689 1 0 1
1.427503 103.7851 737796 615000 40 1 17.5578393 0.4695807 1.1088661 1.0753768 1.9821001 0.7525353 0.9324997 1.1944844 0.5807950 6.1359024 0.9340586 0.4593147 0.3747966 689 1 0 1
1.427503 103.7851 737797 555000 40 1 17.5578393 0.4695807 1.1088661 1.0753768 1.9821001 0.7525353 0.9324997 1.1944844 0.5807950 6.1359024 0.9340586 0.4593147 0.3747966 689 1 0 1
1.378176 103.7462 689048 920000 113 15 15.6987189 0.0473510 0.0797163 5.0165586 3.9629112 0.1092776 0.8404029 0.9140602 0.5022056 4.6735374 0.7837885 0.7837885 0.1333361 694 1 0 1
1.378499 103.7467 689049 888000 180 15 15.6858420 0.0701450 0.1350542 5.0567919 4.0096951 0.1317617 0.8208757 0.9071423 0.5536267 4.7329209 0.7584371 0.7435519 0.1090458 694 1 0 1
1.378737 103.7474 689050 780000 89 15 15.6455618 0.1100823 0.2174890 5.0911324 4.0552057 0.1750329 0.8259432 0.8797194 0.6340767 4.8040786 0.7555063 0.6614813 0.0289767 694 1 0 1
1.378075 103.7478 689051 860000 112 15 15.5600999 0.1086375 0.2560039 5.0238766 3.9978196 0.1500328 0.9132240 0.7916130 0.6783227 4.7817711 0.8413758 0.6355867 0.0984459 694 1 0 1
1.345439 103.7261 648163 1276238 92 0 15.5294551 0.2460380 0.5210052 2.2597406 0.5611940 0.4771322 0.6136905 1.0264679 0.5580183 0.8052347 2.0579484 0.4218253 0.1434782 696 1 0 1
1.349631 103.9271 528685 2550000 409 1 11.1394292 0.2724928 0.6265332 5.1674850 1.8804815 0.5367257 1.2992849 1.1695479 1.3046951 1.8780214 1.8892481 1.0271504 0.0885060 696 0 0 1
1.349421 103.9276 528686 1168000 73 1 11.1626287 0.2330102 0.5773995 5.1892125 1.8483061 0.4918614 1.2441011 1.1490701 1.2859364 1.8277259 1.8439758 1.0028758 0.0366939 696 0 0 1
1.349421 103.9276 528688 947500 333 1 11.1626287 0.2330102 0.5773995 5.1892125 1.8483061 0.4918614 1.2441011 1.1490701 1.2859364 1.8277259 1.8439758 1.0028758 0.0366939 696 0 0 1
1.349433 103.9276 528690 935000 86 1 11.1640300 0.2340754 0.5765710 5.1906270 1.8494717 0.4908515 1.2437789 1.1504309 1.2844867 1.8269751 1.8430060 1.0014716 0.0357818 696 0 0 1
1.349631 103.9271 529782 1328000 351 1 11.1394292 0.2724928 0.6265332 5.1674850 1.8804815 0.5367257 1.2992849 1.1695479 1.3046951 1.8780214 1.8892481 1.0271504 0.0885060 696 0 0 1
1.373954 103.7652 678946 1430000 141 15 13.8508772 0.2601374 0.6903872 5.1985830 4.0115181 0.5838367 0.5048998 0.3115291 0.4644648 6.0044935 0.6771332 0.6771332 0.2546019 696 1 0 0
1.373154 103.7657 678948 1330000 124 15 13.7480394 0.2013185 0.6975307 5.1496377 3.9101492 0.6289986 0.4291163 0.2865521 0.3951780 6.0080237 0.7753729 0.7753729 0.2428529 696 1 0 0
1.372564 103.7653 678949 1250000 124 15 13.7339542 0.1986900 0.7762527 5.0692365 3.8619197 0.6129836 0.3541179 0.2112942 0.4436594 5.9344986 0.8306969 0.8306969 0.2185047 696 1 0 0
1.372422 103.7647 678950 1069000 112 15 13.7683314 0.2254629 0.8359036 5.0229339 3.8676405 0.6357367 0.3310259 0.1477932 0.5101465 5.8700299 0.8388819 0.8388819 0.1956586 696 1 0 0
1.334836 103.7851 589627 1720000 124 18 9.2968402 0.1908949 1.2708718 4.7679463 1.1339601 0.6915269 0.1610391 0.2413432 0.3506636 1.9960509 0.8462986 0.2610727 0.1116525 697 1 1 0
1.333898 103.7852 589628 1869000 124 18 9.2281716 0.2945965 1.2141596 4.7722483 1.1908388 0.6468656 0.2404107 0.3455555 0.3074103 1.8925811 0.9119127 0.3510419 0.1924281 697 1 1 0
1.333442 103.7843 589629 3690000 251 18 9.2729323 0.3448282 1.2775517 4.6782483 1.1408097 0.7250482 0.2505265 0.4043198 0.2030003 1.8386323 0.8741483 0.3643928 0.2618593 697 1 1 0
1.334078 103.7833 589630 1880000 271 18 9.4072696 0.2919551 1.4109747 4.5644745 1.0064263 0.7277852 0.1884936 0.3802105 0.1485905 1.9113577 0.7430460 0.2867320 0.2280334 697 1 1 0
1.334729 103.7844 589631 1268888 95 18 9.3488928 0.2019464 1.3294801 4.6931464 1.0738528 0.7549062 0.1186037 0.2627014 0.2859515 1.9815722 0.7912960 0.2318153 0.1198015 697 1 1 0
1.386020 103.7429 689675 1035000 141 11 16.5569769 0.1896229 0.9203288 5.8680142 4.7163909 0.3085153 0.1568116 0.7027092 0.8938503 5.1652494 0.2582561 0.2582561 0.1177411 699 0 0 1
1.385783 103.7425 689676 1050000 113 11 16.5782109 0.1327808 0.9140108 5.8413053 4.6764180 0.3530266 0.2014351 0.7623510 0.8611478 5.1150868 0.3014110 0.3014110 0.0823141 699 0 0 1
1.386074 103.7423 689677 1250000 146 11 16.6092625 0.1514966 0.9485740 5.8735647 4.7042320 0.3731310 0.2209867 0.7581293 0.8922519 5.1365588 0.3222474 0.3222474 0.1150856 699 0 0 1
1.386386 103.7426 689680 1035000 114 11 16.6129148 0.1953080 0.9712475 5.9082610 4.7448843 0.3592870 0.2092241 0.7183791 0.9291990 5.1802742 0.3101495 0.3101495 0.1501132 699 0 0 1
1.386538 103.7428 689681 1270000 137 11 16.6101962 0.2201719 0.9808678 5.9252791 4.7664194 0.3487792 0.2015803 0.6935100 0.9182803 5.2047729 0.3010190 0.3010190 0.1699687 699 0 0 1
1.387185 103.7434 689683 950000 114 11 16.6044391 0.3229999 1.0296929 5.9982005 4.8563882 0.3291690 0.2084791 0.5955780 0.8427308 5.3052965 0.2906213 0.2906213 0.2073011 699 0 0 1
1.387353 103.7438 689684 935000 119 11 16.5902831 0.3181166 1.0402952 6.0177644 4.8849203 0.3181166 0.2136942 0.5539740 0.8245802 5.3405800 0.2845940 0.2845940 0.2232356 699 0 0 1
1.386379 103.7440 689685 1050000 115 11 16.4948218 0.2198929 0.9288231 5.9106612 4.7901402 0.2198929 0.1019283 0.5765035 0.9121253 5.2637757 0.1795123 0.1795123 0.1197065 699 0 0 1
1.386473 103.7434 689686 1035000 115 11 16.5552222 0.2601931 0.9546245 5.9190851 4.7786264 0.2854109 0.1454765 0.6349527 0.9217978 5.2340275 0.2400485 0.2400485 0.1320203 699 0 0 1
1.342441 103.7177 648316 1300000 129 3 16.2374129 0.2949674 0.3604075 2.9227696 0.6285179 0.3820790 0.3893838 0.2801615 0.4362293 0.4362293 1.3702161 0.6934356 0.1964380 712 0 0 1
1.343078 103.7179 648317 930000 81 3 16.2487190 0.2231382 0.4180109 2.9311832 0.6141365 0.4019668 0.3410588 0.3425188 0.3632709 0.3632709 1.4062951 0.6690125 0.2154357 712 0 0 1
1.343084 103.7179 648318 1357500 130 3 16.2517368 0.2226305 0.4196715 2.9342176 0.6111090 0.4047980 0.3435951 0.3438682 0.3635944 0.3635944 1.4035935 0.6661015 0.2158475 712 0 0 1
1.342794 103.7186 648320 1240000 112 3 16.1605534 0.2644954 0.3663430 2.8429233 0.7023737 0.3173943 0.2830611 0.3018708 0.3777572 0.3777572 1.4777427 0.7559903 0.1901426 712 0 0 1
1.373040 103.9020 534198 1430000 116 11 11.3744545 0.4604644 0.9965138 3.5700818 2.3550451 0.4960787 1.0885916 0.5714375 0.4354579 3.0281259 0.9173446 0.5169253 0.1669750 716 1 0 1
1.372767 103.9019 534199 950000 116 11 11.3449990 0.4420142 1.0158704 3.6004325 2.3304160 0.4984390 1.0762163 0.5906992 0.4296109 3.0217034 0.9092413 0.5473979 0.1522220 716 1 0 1
1.372536 103.9018 534201 1239440 167 11 11.3134200 0.4149667 1.0245846 3.6263781 2.2994626 0.4894297 1.0531103 0.5998845 0.4130360 3.0030954 0.8897445 0.5781917 0.1304066 716 1 0 1
1.372260 103.9015 534202 1130000 128 11 11.2716702 0.3758707 1.0315423 3.6577159 2.2563086 0.4739060 1.0180652 0.6085614 0.3877121 2.9730239 0.8592724 0.6183594 0.1029623 716 1 0 1
1.371876 103.9013 534203 950000 115 11 11.2223133 0.3404575 1.0534208 3.7010717 2.2097778 0.4730863 0.9879639 0.6333948 0.3749036 2.9493748 0.8364025 0.6674270 0.1012647 716 1 0 1
1.372271 103.9012 534204 1100000 116 11 11.2547958 0.3419101 1.0103082 3.6576883 2.2295132 0.4410242 0.9822589 0.5893180 0.3518886 2.9366146 0.8228634 0.6328545 0.0678773 716 1 0 1
1.372502 103.9010 534205 918000 116 11 11.2653402 0.3298369 0.9757449 3.6330713 2.2284607 0.4078403 0.9628151 0.5553924 0.3233760 2.9121070 0.7986625 0.6217586 0.0392858 716 1 0 1
1.372731 103.9008 534206 857500 98 11 11.2781839 0.3252432 0.9440393 3.6086000 2.2314223 0.3795719 0.9490402 0.5240420 0.3012110 2.8927391 0.7802046 0.6099959 0.0333451 716 1 0 1
1.372947 103.9010 534207 960000 116 11 11.3127762 0.3617169 0.9395438 3.5833578 2.2682841 0.3964709 0.9816641 0.5166710 0.3280871 2.9207622 0.8095664 0.5747783 0.0698286 716 1 0 1
1.373218 103.9013 534208 950000 116 11 11.3545015 0.4046885 0.9338267 3.5520932 2.3119833 0.4179388 1.0196457 0.5090154 0.3608354 2.9527280 0.8437876 0.5326623 0.1134973 716 1 0 1
1.373444 103.9016 534209 965000 115 11 11.3922708 0.4456380 0.9344610 3.5260648 2.3528716 0.4443242 1.0574901 0.5093383 0.3957838 2.9856580 0.8789695 0.4948221 0.1542774 716 1 0 1
1.338854 103.9355 478929 1030000 112 14 11.1669966 0.6825249 0.8095606 5.2658217 0.8326057 0.2574910 0.4613811 0.9720616 0.6228682 1.5356276 1.5874452 0.7121230 0.1877510 720 0 0 1
1.338563 103.9359 478930 1030000 114 14 11.1828762 0.6469434 0.8164366 5.2877059 0.7867087 0.2234106 0.4802799 1.0133027 0.5989838 1.5375008 1.5459483 0.6661663 0.2203102 720 0 0 1
1.338248 103.9362 478931 838000 102 14 11.1935563 0.6110266 0.7838195 5.3045765 0.7409297 0.1933502 0.4983388 1.0314895 0.5747735 1.5314163 1.5036604 0.6204291 0.2543478 720 0 0 1
1.337913 103.9365 478932 1200000 143 14 11.2022652 0.5748308 0.7338274 5.3198670 0.6939832 0.1699889 0.5187584 0.9826136 0.5514338 1.4892368 1.4598971 0.5736180 0.2910800 720 0 0 1
1.337683 103.9353 478927 1150000 114 15 11.0697644 0.5588034 0.6985067 5.1812654 0.7332383 0.1405550 0.3766310 0.9528117 0.4895853 1.4925253 1.4720484 0.6141847 0.1555744 720 0 0 1
1.337693 103.9352 478928 1160000 123 15 11.0691578 0.5602180 0.6981138 5.1804276 0.7349861 0.1422424 0.3756049 0.9511843 0.4905282 1.4940051 1.4735956 0.6159496 0.1538619 720 0 0 1
1.337690 103.9353 478936 1270000 123 15 11.0704879 0.5595449 0.6992857 5.1819134 0.7337621 0.1411406 0.3772031 0.9530064 0.4904447 1.4932380 1.4727267 0.6146882 0.1556780 720 0 0 1
1.293000 103.8057 148954 1515000 111 13 5.1936678 0.1259907 0.3046065 5.7665252 0.3091093 0.0807521 0.1981356 1.4588945 0.4144158 2.8454003 0.4964936 0.3751035 0.0690649 722 1 0 1
1.293043 103.8062 148955 1455000 110 13 5.1324941 0.1734965 0.3501306 5.7082475 0.3719382 0.0979403 0.1918971 1.4690467 0.3762138 2.8034089 0.5111088 0.4291146 0.0932154 722 1 0 1
1.292273 103.8065 148957 1450000 110 13 5.0921394 0.2452313 0.4239416 5.6573225 0.4101258 0.1460962 0.2802534 1.3870889 0.4436198 2.7260712 0.4350638 0.4109527 0.0827235 722 1 0 1
1.372972 103.9426 518205 905000 85 0 14.1565440 0.4111369 1.5175454 5.7243895 3.0409998 0.2372711 0.7429999 0.1856801 0.3910334 1.8717594 0.8032655 0.5409214 0.0928397 724 0 0 1
1.372949 103.9427 518206 1220000 123 0 14.1674056 0.3936073 1.5103714 5.7397774 3.0371665 0.2292496 0.7253677 0.2003687 0.3770535 1.8628116 0.7854805 0.5444153 0.0960371 724 0 0 1
1.372813 103.9444 518210 1044000 82 0 14.2873110 0.2147557 1.3973935 5.8915259 3.0148846 0.2147689 0.5447739 0.3693536 0.2529185 1.7895319 0.6038919 0.5562794 0.1318900 724 0 0 1
1.372207 103.9436 518216 1360000 143 0 14.1783116 0.3151157 1.4080396 5.8648692 2.9498864 0.2761652 0.6371210 0.2762717 0.3587513 1.7525191 0.6898480 0.6232641 0.1687492 724 0 0 1
1.373026 103.9439 518209 1245000 123 4 14.2637738 0.2676406 1.4575156 5.8333073 3.0396201 0.1836338 0.5996227 0.3212498 0.2709484 1.8284431 0.6608592 0.5589051 0.0830637 724 0 0 1
1.372376 103.9439 518215 1409000 143 4 14.2169959 0.2754706 1.4192492 5.8811292 2.9673910 0.2558207 0.5993970 0.3125663 0.3219899 1.7585497 0.6537032 0.6053090 0.1536486 724 0 0 1
1.293385 103.8279 248358 1680000 113 18 2.8213227 0.2288130 0.2716287 3.5412519 0.3817504 0.1001608 0.6464614 0.5205813 0.5407471 2.0566827 0.4511767 0.1162134 0.1514458 728 1 0 0
1.293814 103.8293 248362 2552000 158 18 2.6965868 0.2316109 0.3130426 3.4385484 0.2646603 0.2626801 0.4844152 0.4370023 0.7020382 2.1399835 0.2955309 0.2787881 0.1276442 728 1 0 0
1.293106 103.8295 248364 1630000 113 18 2.6492306 0.2417750 0.2429068 3.3795361 0.2085471 0.2417750 0.4892957 0.3666651 0.6916245 2.0695323 0.2831786 0.2831786 0.1910870 728 1 0 0
1.293167 103.8286 248368 1305000 126 18 2.7448700 0.2324689 0.2338388 3.4671114 0.3051668 0.1669746 0.5823538 0.4472869 0.5984008 2.0493729 0.3811820 0.1830355 0.1843927 728 1 0 0
1.296124 103.8672 437431 1422500 130 18 2.2148477 0.9785899 0.8566036 2.6238178 0.8626390 1.1767108 0.6882915 0.8439902 1.4232269 1.7500919 0.7718352 0.8359865 0.1592910 737 0 0 1
1.295509 103.8669 437433 2200000 183 18 2.1474509 1.0387201 0.8187277 2.5485914 0.9120015 1.1912640 0.7318034 0.8848395 1.4407370 1.7957141 0.8025626 0.8025626 0.2314412 737 0 0 1
1.295970 103.8664 437434 1719999 124 18 2.1371583 0.9723752 0.7698763 2.5647065 0.8455314 1.1415780 0.7057218 0.8146846 1.3675732 1.8371450 0.7499802 0.7499802 0.2010297 737 0 0 1
1.297226 103.8672 437436 2861666 208 18 2.2905843 0.8595944 0.8777196 2.7274688 0.7534858 1.0808244 0.6843476 0.7446805 1.3510520 1.7335304 0.6548069 0.8496236 0.0388728 737 0 0 1
1.363974 103.8326 575574 1215000 114 11 9.1257912 0.3295756 1.2695842 8.4381614 0.7969505 0.4650114 0.1036501 0.2325014 0.9596370 0.9854343 1.0440646 0.6108347 0.1324762 756 0 0 1
1.364003 103.8319 575575 1214000 130 11 9.1469944 0.3069480 1.3269742 8.5017676 0.8672820 0.5173192 0.1313145 0.2793601 1.0189267 1.0522524 1.0370951 0.6691418 0.2085734 756 0 0 1
1.364412 103.8311 575577 1195000 114 11 9.2129472 0.3294378 1.4242416 8.6014043 0.9138378 0.5624536 0.2258314 0.3752252 1.0690583 1.1156151 1.0778618 0.7206560 0.3070546 756 0 0 1
1.364998 103.8307 575578 1200000 114 11 9.2847709 0.3932230 1.4945678 8.6689968 0.8421397 0.5630324 0.2970313 0.4194659 1.0684507 1.1261490 1.1431788 0.7239388 0.2963264 756 0 0 1
1.377538 103.7581 689408 1380000 187 31 14.6873085 0.1378487 0.5229381 5.2325441 4.4070398 0.4599670 0.4230795 0.2080607 0.4930510 5.5812450 0.3530257 0.3530257 0.0670748 762 0 0 1
1.377107 103.7581 689426 1225000 180 31 14.6558244 0.1012934 0.5471369 5.1864517 4.3644433 0.4928362 0.4512506 0.1657123 0.5368234 5.5490334 0.3902945 0.3902945 0.1051336 762 0 0 1
1.376991 103.7579 689433 1320000 180 31 14.6636523 0.0976397 0.5361551 5.1662954 4.3410992 0.4877455 0.4781690 0.1419202 0.5418474 5.5223598 0.4156702 0.4156702 0.1102352 762 0 0 1
1.290360 103.8046 159957 1825000 140 18 5.2628184 0.3850091 0.4436211 5.7924051 0.3709237 0.3233399 0.5118126 1.1633031 0.7250842 2.7442224 0.2137555 0.1843762 0.1163912 775 1 1 0
1.289831 103.8042 159958 2105000 164 18 5.2968217 0.3313450 0.4290659 5.8171334 0.3930578 0.3843418 0.5808927 1.1064027 0.7969368 2.7425121 0.1824411 0.1775356 0.1577180 775 1 1 0
1.288403 103.8043 159959 1413888 115 18 5.2758249 0.1741820 0.3351403 5.7739912 0.2349251 0.3359981 0.7308752 0.9480551 0.9351090 2.6489467 0.1110711 0.1110711 0.1404438 775 1 1 0
1.288930 103.8045 159960 2220000 170 18 5.2554116 0.2366248 0.3416737 5.7625291 0.2919961 0.3426091 0.6675835 1.0050666 0.8709813 2.6599175 0.0938423 0.0938423 0.1154945 775 1 1 0
1.289449 103.8050 159961 2450000 193 18 5.2038804 0.3089627 0.3374527 5.7206732 0.3545359 0.3311218 0.5987129 1.0621468 0.7943545 2.6461343 0.1034043 0.1034043 0.1030472 775 1 1 0
1.359285 103.8826 545018 1091500 84 9 9.0521377 0.2118757 0.8533334 4.7170591 0.3799302 0.1180456 0.3145764 0.1912881 0.8496575 1.7416581 0.2817592 0.2328095 0.2338008 778 0 0 1
1.359071 103.8831 545020 1421500 132 9 9.0513618 0.1937768 0.8108901 4.6809167 0.3246370 0.1529931 0.2713029 0.2347421 0.7916828 1.7899710 0.2300757 0.1896344 0.2309939 778 0 0 1
1.359249 103.8835 545022 1120000 84 9 9.0860785 0.1759516 0.8159161 4.6904125 0.2829357 0.1995749 0.2246368 0.2421570 0.7537825 1.7956360 0.1854341 0.1854341 0.2371167 778 0 0 1
1.359437 103.8837 545023 1120000 84 9 9.1138787 0.1520092 0.8297929 4.7058700 0.2633460 0.2201368 0.1964049 0.2419908 0.7369619 1.7901969 0.1624746 0.1624746 0.2084178 778 0 0 1
1.360665 103.8836 545024 1295000 121 9 9.2348548 0.2084037 0.9645090 4.8413129 0.3234516 0.1993719 0.2056841 0.1677498 0.7908126 1.6718532 0.2216213 0.2216213 0.1859165 778 0 0 1
1.359570 103.8830 548189 1310000 114 9 9.0973399 0.2292408 0.8673378 4.7377887 0.3419297 0.1439411 0.2664988 0.1805266 0.8155073 1.7359792 0.2402373 0.2402373 0.2758845 778 0 0 1
1.359706 103.8832 548190 1400000 157 9 9.1199515 0.2079147 0.8742174 4.7472502 0.3226367 0.1582980 0.2415823 0.1823110 0.7973693 1.7352329 0.2194370 0.2194370 0.2492348 778 0 0 1
1.360000 103.8834 548191 1358000 114 9 9.1558003 0.1996629 0.9008384 4.7756283 0.3169879 0.1651630 0.2234113 0.1711849 0.7920645 1.7161254 0.2121042 0.2121042 0.2239934 778 0 0 1
1.360300 103.8832 548192 1500000 131 9 9.1810785 0.2241898 0.9367585 4.8112174 0.3420094 0.1502752 0.2386729 0.1411201 0.8158384 1.6806736 0.2370804 0.2370804 0.2304966 778 0 0 1
1.360496 103.8834 548193 1239000 114 9 9.2086485 0.2167460 0.9522022 4.8280563 0.3338474 0.1726085 0.2229135 0.1500233 0.8050982 1.6737580 0.2299032 0.2299032 0.2090371 778 0 0 1
1.346410 103.7233 649411 1112500 104 7 15.8591507 0.1283753 0.5441574 2.5773561 0.6481089 0.2960455 0.3730864 0.8756011 0.2309539 0.4873063 2.0944044 0.2880022 0.1105656 841 0 0 1
1.345240 103.7229 649412 1225000 103 8 15.8443383 0.2634793 0.6435576 2.5443500 0.6949951 0.2763483 0.2634890 0.7451346 0.2982717 0.4530886 2.0072451 0.4254223 0.1353319 841 0 0 1
1.345822 103.7231 649413 1010000 86 8 15.8495614 0.1947135 0.5930928 2.5580493 0.6702528 0.2801018 0.3171313 0.8111271 0.2593192 0.4675753 2.0520119 0.3561668 0.1471921 841 0 0 1
1.404865 103.9001 828779 1007500 72 0 14.4667549 0.2874563 2.8007237 0.2635867 5.3132718 0.1272105 0.2635867 0.8612772 0.4707052 4.5299862 0.7233960 0.2278495 0.2037489 882 1 0 1
1.404789 103.9003 828780 1050000 97 0 14.4670612 0.2916960 2.7957825 0.2436637 5.3116254 0.1158820 0.2436637 0.8549383 0.4761672 4.5368944 0.7034815 0.2088066 0.1855818 882 1 0 1
1.404789 103.9003 828781 1120000 112 0 14.4670612 0.2916960 2.7957825 0.2436637 5.3116254 0.1158820 0.2436637 0.8549383 0.4761672 4.5368944 0.7034815 0.2088066 0.1855818 882 1 0 1
1.404789 103.9003 828782 1230000 72 0 14.4670612 0.2916960 2.7957825 0.2436637 5.3116254 0.1158820 0.2436637 0.8549383 0.4761672 4.5368944 0.7034815 0.2088066 0.1855818 882 1 0 1
1.404789 103.9003 828783 1180000 97 0 14.4670612 0.2916960 2.7957825 0.2436637 5.3116254 0.1158820 0.2436637 0.8549383 0.4761672 4.5368944 0.7034815 0.2088066 0.1855818 882 1 0 1
1.405625 103.8994 828784 860000 85 0 14.5193959 0.2463831 2.8747055 0.3331129 5.3743481 0.2299791 0.3331129 0.8438583 0.5135836 4.5543254 0.7837389 0.2837808 0.2530139 882 1 0 1
1.404789 103.9003 828786 1250000 105 0 14.4670612 0.2916960 2.7957825 0.2436637 5.3116254 0.1158820 0.2436637 0.8549383 0.4761672 4.5368944 0.7034815 0.2088066 0.1855818 882 1 0 1
1.404789 103.9003 828787 1190000 112 0 14.4670612 0.2916960 2.7957825 0.2436637 5.3116254 0.1158820 0.2436637 0.8549383 0.4761672 4.5368944 0.7034815 0.2088066 0.1855818 882 1 0 1
1.404789 103.9003 828830 980000 85 0 14.4670612 0.2916960 2.7957825 0.2436637 5.3116254 0.1158820 0.2436637 0.8549383 0.4761672 4.5368944 0.7034815 0.2088066 0.1855818 882 1 0 1
1.405306 103.9005 828831 1180000 97 0 14.5295352 0.3148968 2.8564349 0.2145395 5.3737781 0.1741240 0.2145395 0.7941808 0.5223010 4.5971776 0.6708796 0.1764156 0.1502078 882 1 0 1
1.404789 103.9003 828833 1119000 97 0 14.4670612 0.2916960 2.7957825 0.2436637 5.3116254 0.1158820 0.2436637 0.8549383 0.4761672 4.5368944 0.7034815 0.2088066 0.1855818 882 1 0 1
1.311673 103.9390 469987 1600000 122 11 10.2189509 0.3249964 1.0724815 5.1686408 0.6778351 0.2758909 0.2864199 0.6694932 0.9682475 0.9682475 1.4856631 1.4235674 0.3506456 906 1 0 1
1.311351 103.9386 469988 2285000 145 11 10.1643725 0.3805643 1.0985429 5.1281671 0.6202916 0.3220869 0.3443059 0.6821164 1.0263325 1.0263325 1.5231394 1.4683716 0.3699511 906 1 0 1
1.311782 103.9394 469986 1570000 125 12 10.2596300 0.2946931 1.0699500 5.2054856 0.7137089 0.2590176 0.2471039 0.6780562 0.9314179 0.9314179 1.4731538 1.4042875 0.3509016 906 1 0 1
1.311155 103.9397 469990 1690000 181 12 10.2710052 0.3457361 1.1458858 5.2484843 0.6925972 0.3287457 0.2684197 0.7550064 0.9570720 0.9570720 1.5431593 1.4674520 0.4264642 906 1 0 1
1.311316 103.9401 469991 2000000 145 12 10.3221143 0.3165806 1.1426761 5.2933986 0.7414118 0.3175154 0.2252736 0.7657005 0.9117327 0.9117327 1.5272225 1.4433956 0.3982943 906 1 0 1
1.311646 103.9403 469992 1650000 115 12 10.3513317 0.2773271 1.1142555 5.3074273 0.7791252 0.2870403 0.1841778 0.7472367 0.8715510 0.8715510 1.4918911 1.4048617 0.3591307 906 1 0 1
1.311980 103.9403 469993 1519952 115 12 10.3638845 0.2404451 1.0799667 5.3041322 0.8039655 0.2524917 0.1542249 0.7190352 0.8432173 0.8432173 1.4550406 1.3678523 0.3222332 906 1 0 1
1.310929 103.8578 207227 1300000 53 6 3.0773464 0.1554001 0.3759207 3.8798696 0.4123288 0.3773684 0.3826614 0.0727644 0.7786188 2.9523878 0.1408040 0.1408040 0.1108770 910 0 1 0
1.311368 103.8572 207229 1292500 112 6 3.1108669 0.0824290 0.4482232 3.9231893 0.4491541 0.3462661 0.3041837 0.1037166 0.7284336 2.8973667 0.0634107 0.0634107 0.1882412 910 0 1 0
1.310284 103.8572 207223 1350000 80 7 2.9914796 0.1435592 0.3533664 3.8026294 0.3286322 0.4631624 0.3607239 0.1736814 0.7029232 3.0163784 0.1444878 0.1444878 0.0705182 910 0 1 0
1.310369 103.8573 207224 1350000 115 7 3.0048843 0.1471509 0.3487329 3.8134922 0.3404750 0.4489208 0.3699003 0.1541478 0.7128247 3.0087464 0.1445870 0.1445870 0.0770631 910 0 1 0
1.310372 103.8575 207225 1660000 112 7 3.0095148 0.1599768 0.3378680 3.8153940 0.3443567 0.4442020 0.3852704 0.1430964 0.7141807 3.0102719 0.1550374 0.1550374 0.0797355 910 0 1 0
1.340421 103.7673 596738 1115000 96 17 11.2722000 0.0935484 1.7562706 2.8949367 0.9786913 0.5462694 0.9720407 0.1430519 0.3413631 3.2171303 1.2799577 1.0092902 0.1230110 928 1 1 0
1.341340 103.7673 596739 1255000 127 17 11.3297650 0.1752853 1.7048337 2.9244059 0.9957205 0.5407367 0.9699980 0.1688150 0.4421957 3.3008596 1.2979266 0.9934718 0.2121514 928 1 1 0
1.342110 103.7673 596740 1330000 126 17 11.3758907 0.0900690 1.6681492 2.9545393 1.0146593 0.5066184 0.9733956 0.2283362 0.5273468 3.3700389 1.3158528 0.9850170 0.2891270 928 1 1 0
1.342380 103.7684 596741 1365000 130 17 11.2951998 0.1395012 1.7640559 3.0767667 0.9116144 0.4394826 0.8595751 0.3350004 0.5815636 3.3306697 1.2108091 0.8656183 0.1859036 928 1 1 0
1.341584 103.7694 596742 1820000 96 17 11.1454334 0.0818867 1.9103964 3.1638699 0.7680879 0.3011363 0.7288572 0.4024915 0.5527636 3.1923658 1.0689454 0.7492722 0.1430518 928 1 1 0
1.342944 103.7695 596743 1396500 132 17 11.2262155 0.1062052 1.8609992 3.2192768 0.8200642 0.3497785 0.7471543 0.4056225 0.6882145 3.3189091 1.1129582 0.7396646 0.0904658 928 1 1 0
1.342019 103.7698 596744 1350000 131 17 11.1440580 0.1056632 1.9239902 3.2124067 0.7511609 0.2781811 0.6985817 0.4183346 0.6125966 3.2159832 1.0495823 0.7098059 0.0834061 928 1 1 0
1.341813 103.7686 596746 1362500 130 17 11.2376466 0.1752186 1.8136448 3.0813095 0.8660779 0.3987840 0.8254106 0.3236010 0.5314303 3.2633966 1.1670334 0.8413768 0.2058899 928 1 1 0
1.340967 103.7678 596748 1365000 132 17 11.2598283 0.1753736 1.7741924 2.9656979 0.9322839 0.4845756 0.9133848 0.2046019 0.4126694 3.2348023 1.2344598 0.9432048 0.1571867 928 1 1 0
1.343793 103.7340 609774 1009750 100 21 14.6622245 0.3253731 0.5342219 1.5000195 0.3531944 0.3938273 0.2226265 1.7631504 0.5535034 1.6997861 1.3369736 0.3727211 0.0695264 950 1 0 1
1.343667 103.7346 609775 1260000 129 21 14.5935212 0.3653794 0.5892593 1.4466865 0.3469489 0.3476903 0.2688787 1.8281299 0.5850614 1.7710751 1.2895202 0.4388103 0.0369416 950 1 0 1
1.342966 103.7341 609776 1070700 114 21 14.6121504 0.4045116 0.6153736 1.4224983 0.4097339 0.3456625 0.1797355 1.7535741 0.6454024 1.7260868 1.2542677 0.4393591 0.1058876 950 1 0 1
1.342216 103.7352 609778 1090000 114 21 14.4685114 0.3802086 0.5660500 1.2828840 0.3203631 0.2011462 0.2869057 1.8582045 0.6349369 1.8605821 1.1206597 0.5830440 0.0336296 950 1 0 1
1.343704 103.7346 609781 995000 114 21 14.5999568 0.3695633 0.5827601 1.4530618 0.3522967 0.3542175 0.2668604 1.8240726 0.5795233 1.7653865 1.2956502 0.4322835 0.0325378 950 1 0 1
1.344370 103.7327 609782 1050000 114 21 14.8236807 0.1928274 0.4021679 1.6437246 0.1917468 0.3068812 0.2214449 1.6365677 0.4794777 1.5435558 1.4721642 0.2172336 0.1376797 950 1 0 1
1.344069 103.7334 609783 975000 114 21 14.7400912 0.2574481 0.4683580 1.5687727 0.2752823 0.3825578 0.2065378 1.7011675 0.5130309 1.6242130 1.4013301 0.2969520 0.1203596 950 1 0 1
1.267601 103.8152 98635 2060000 126 11 4.4271840 0.3856831 0.5647250 4.4972271 0.9410573 0.2047773 0.6218342 0.9177690 1.2061657 1.3089624 0.6635772 0.6635772 0.1498655 969 1 0 1
1.267239 103.8161 98637 1890000 119 11 4.3534494 0.4232380 0.6589312 4.4086935 0.8888032 0.2843536 0.5149812 0.9243073 1.2626910 1.2626910 0.5598229 0.5598229 0.0735026 969 1 0 1
1.267487 103.8162 98638 1825000 118 11 4.3251216 0.4315042 0.6514827 4.3846630 0.8567858 0.2734832 0.5057214 0.8930517 1.2302946 1.2302946 0.5632857 0.5632857 0.0511976 969 1 0 1
1.267144 103.8165 98639 3095590 432 11 4.3138138 0.3827743 0.6999827 4.3634455 0.8604369 0.3222048 0.4650683 0.9231123 1.2360896 1.2360896 0.5153219 0.5153219 0.0401856 969 1 0 1
1.266390 103.8168 98641 1870000 119 11 4.3157385 0.2944119 0.7877479 4.3454569 0.8956209 0.4120440 0.4101744 0.9983248 1.2730059 1.2730059 0.4329406 0.4329406 0.1195492 969 1 0 1
1.266388 103.8164 98642 1900000 119 11 4.3627367 0.3329432 0.7538971 4.3963615 0.9302779 0.3832634 0.4623160 1.0079617 1.3071879 1.3071879 0.4764533 0.4764533 0.1231797 969 1 0 1
1.266197 103.8161 98643 1380000 83 11 4.4025714 0.3478502 0.7500960 4.4344810 0.9688573 0.3864984 0.4945859 1.0360429 1.3455542 1.3455542 0.4953817 0.4953817 0.1552576 969 1 0 1
1.265864 103.8160 98644 1970000 123 11 4.4276406 0.3375633 0.7750279 4.4529255 1.0025129 0.4169299 0.5035655 1.0741746 1.3795252 1.3795252 0.4879742 0.4879742 0.1927659 969 1 0 1
1.265775 103.8157 98645 1950000 124 11 4.4612894 0.3630379 0.7657648 4.4870820 1.0318670 0.4157660 0.5365899 1.0917730 1.4039318 1.4085711 0.5145643 0.5145643 0.2165251 969 1 0 1
1.266429 103.8155 98650 1940000 124 11 4.4516158 0.4185972 0.6908863 4.4935287 0.9981268 0.3390778 0.5635689 1.0290745 1.3302493 1.3728520 0.5670213 0.5670213 0.1768528 969 1 0 1
1.266183 103.8152 98651 2065000 112 11 4.4910759 0.4325609 0.6985404 4.5298066 1.0391207 0.3589217 0.5923568 1.0644673 1.3350021 1.4137761 0.5832378 0.5832378 0.2178460 969 1 0 1
1.265641 103.8147 98652 1845000 114 11 4.5676511 0.4632838 0.7278762 4.5987188 1.1209406 0.4137747 0.6487016 1.1396871 1.3557608 1.4957415 0.6157679 0.6157679 0.2994335 969 1 0 1
1.265902 103.8138 98654 3759000 193 11 4.6485685 0.3833801 0.6656921 4.6924169 1.0728494 0.3971207 0.6884217 1.1534785 1.2797571 1.5510320 0.7237784 0.7237784 0.3685315 969 1 0 1
1.266309 103.8140 98655 2565000 152 11 4.6027005 0.3641190 0.6316071 4.6531594 1.0579302 0.3465324 0.6757748 1.1000886 1.2541291 1.4990647 0.7097250 0.7097250 0.3225128 969 1 0 1
1.267099 103.8148 98657 1870000 124 11 4.4868788 0.3735554 0.5887959 4.5485348 1.0066359 0.2526279 0.6474703 0.9846067 1.2267332 1.3758444 0.6674463 0.6674463 0.2130571 969 1 0 1
1.313010 103.9399 469974 1030000 110 18 10.3613185 0.1451539 0.9591289 5.2516423 0.8558874 0.1316835 0.1434541 0.6068793 0.7945167 0.7945167 1.3385598 1.2595627 0.2222515 1038 1 0 1
1.312745 103.9392 469975 832500 90 18 10.2801438 0.2157415 0.9635029 5.1795563 0.7843045 0.1541887 0.2211462 0.5816729 0.8723317 0.8723317 1.3663396 1.3018230 0.2479587 1038 1 0 1
1.312745 103.9392 469976 1012000 86 18 10.2801438 0.2157415 0.9635029 5.1795563 0.7843045 0.1541887 0.2211462 0.5816729 0.8723317 0.8723317 1.3663396 1.3018230 0.2479587 1038 1 0 1
1.312372 103.9387 469970 958000 133 19 10.2115553 0.2867287 0.9897849 5.1262206 0.7154520 0.2113640 0.2866564 0.5857229 0.9440705 0.9440705 1.4093298 1.3550952 0.2677234 1038 1 0 1
1.312343 103.9384 469971 885000 89 19 10.1797626 0.2955185 0.9868527 5.0944824 0.6935567 0.2292052 0.3188778 0.5739040 0.9719965 0.9719965 1.4144712 1.3662555 0.2609184 1038 1 0 1
1.312468 103.9382 469972 940000 110 19 10.1573072 0.2757329 0.9686806 5.0648289 0.6891274 0.2339431 0.3436577 0.5496226 0.9869781 0.9869781 1.4029361 1.3605083 0.2373576 1038 1 0 1
1.312745 103.9392 469973 905000 91 19 10.2801438 0.2157415 0.9635029 5.1795563 0.7843045 0.1541887 0.2211462 0.5816729 0.8723317 0.8723317 1.3663396 1.3018230 0.2479587 1038 1 0 1
1.281990 103.8030 109684 3392440 350 2 5.3914452 0.3304403 0.7207522 5.7820472 0.5041266 0.7204604 1.0788482 0.3072383 0.8846247 2.4615107 0.6161710 0.7673105 0.0795551 1040 1 0 1
1.282145 103.8028 109685 2743530 211 2 5.4192563 0.2972896 0.7252305 5.8123153 0.4979396 0.7249822 1.0960055 0.3389436 0.9166401 2.4938933 0.6011153 0.7607873 0.1109905 1040 1 0 1
1.282295 103.8025 109686 2700000 99 2 5.4522638 0.2597867 0.7350864 5.8476348 0.4966909 0.7348859 1.1135403 0.3740730 0.9518994 2.5309956 0.5888914 0.7582397 0.1466435 1040 1 0 1
1.282568 103.8026 109687 2362400 174 2 5.4408918 0.2580124 0.7059261 5.8409005 0.4649480 0.7057436 1.1434268 0.3895592 0.9667906 2.5306217 0.5573653 0.7263176 0.1618504 1040 1 0 1
1.282777 103.8025 109688 2382100 184 2 5.4490851 0.2430189 0.6957350 5.8525156 0.4486930 0.6955839 1.1669074 0.4130575 0.9898805 2.5464658 0.5358611 0.7089482 0.1857352 1040 1 0 1
1.282946 103.8021 109689 2629000 191 2 5.4929500 0.1956355 0.7158566 5.8988299 0.4566565 0.7157663 1.1881396 0.4560026 1.0336106 2.5944516 0.5269732 0.7126981 0.2241528 1040 1 0 1
1.283180 103.8020 109690 1830000 95 2 5.5086289 0.1758465 0.7118790 5.9182228 0.4457704 0.7118307 1.2153197 0.4861493 1.0636168 2.6183098 0.5065064 0.6984929 0.2500005 1040 1 0 1
1.283478 103.8022 109691 1380000 93 2 5.4799596 0.2043315 0.6692913 5.8947042 0.4022948 0.6692557 1.2461867 0.4943588 1.0696009 2.6031196 0.4668355 0.6555717 0.2684304 1040 1 0 1
1.283302 103.8029 109693 1668000 191 2 5.4078407 0.2758443 0.6264932 5.8203630 0.3782652 0.6263639 1.2243045 0.4384953 1.0087507 2.5285422 0.4725810 0.6391754 0.2203087 1040 1 0 1
1.282206 103.8037 109694 2228550 191 2 5.3230291 0.3838010 0.6617366 5.7177204 0.4633788 0.6613897 1.1058363 0.2897077 0.8588867 2.4048332 0.5926227 0.7054309 0.0906141 1040 1 0 1
1.283380 103.8037 109695 1300000 100 2 5.3201547 0.3635065 0.5589187 5.7348305 0.3368320 0.5586966 1.2357420 0.4101918 0.9645373 2.4499844 0.4626819 0.5998554 0.2194328 1040 1 0 1
1.283426 103.8040 109696 2124700 191 2 5.2784774 0.3800658 0.5281437 5.6943514 0.3227593 0.5278713 1.2443123 0.4037971 0.9465220 2.4132534 0.4628180 0.5839333 0.2320356 1040 1 0 1
1.283217 103.8042 109697 1853000 191 2 5.2595244 0.4037622 0.5350180 5.6720214 0.3433425 0.5346935 1.2233584 0.3771585 0.9167176 2.3867340 0.4891687 0.5854651 0.2027838 1040 1 0 1
1.282934 103.8041 109698 2571350 191 2 5.2713306 0.4151898 0.5671743 5.6788757 0.3757435 0.5668348 1.1908797 0.3488216 0.8959728 2.3857697 0.5179735 0.6144225 0.1829482 1040 1 0 1
1.282727 103.8042 109699 1280000 93 2 5.2557316 0.4340841 0.5775080 5.6598543 0.3971365 0.5771264 1.1700021 0.3228806 0.8679302 2.3625384 0.5434477 0.6181090 0.1621528 1040 1 0 1
1.282446 103.8039 109701 3123900 355 2 5.2967746 0.4007187 0.6254841 5.6957553 0.4326545 0.6251283 1.1345374 0.3039572 0.8647859 2.3895889 0.5682805 0.6686945 0.1237364 1040 1 0 1
1.282605 103.8036 109702 2290890 174 2 5.3296290 0.3641892 0.6303949 5.7310828 0.4219402 0.6300948 1.1494310 0.3330599 0.8988210 2.4269595 0.5479645 0.6817290 0.1330976 1040 1 0 1
1.282892 103.8037 109703 2359200 174 2 5.3170494 0.3703801 0.5979497 5.7234848 0.3882221 0.5976651 1.1820162 0.3578721 0.9175923 2.4268032 0.5169710 0.6506971 0.1661449 1040 1 0 1
1.283119 103.8035 109704 2427336 174 2 5.3417102 0.3429540 0.5946241 5.7517727 0.3707150 0.5943963 1.2055708 0.3906173 0.9526829 2.4592142 0.4904276 0.6338856 0.1895123 1040 1 0 1
1.282619 103.8034 109705 2444000 174 2 5.3521915 0.3417801 0.6430278 5.7537172 0.4263834 0.6427556 1.1497575 0.3445200 0.9138605 2.4487966 0.5456414 0.6894805 0.1344522 1040 1 0 1
1.282715 103.8029 109707 1365000 97 2 5.4018447 0.2907254 0.6675481 5.8046050 0.4336631 0.6673416 1.1591734 0.3793617 0.9535879 2.4994301 0.5367434 0.6962586 0.1566144 1040 1 0 1
1.312167 103.9375 469977 1132500 204 29 10.0752058 0.3039184 0.9938772 4.9942118 0.6216225 0.3095386 0.4242275 0.5564092 1.0681951 1.0681951 1.4449000 1.3958668 0.2565271 1093 1 0 1
1.312405 103.9369 469978 1080000 87 29 10.0205827 0.2358793 0.9652713 4.9251386 0.6168186 0.3447747 0.4847153 0.5170339 1.1102374 1.1102374 1.4297848 1.3301740 0.2378981 1093 1 0 1
1.311738 103.9356 469981 825000 87 29 9.8586107 0.2323891 1.0495112 4.7905128 0.5043962 0.3428379 0.6137189 0.5893650 1.2737241 1.2737241 1.4704465 1.1839661 0.1935203 1093 1 0 1
1.311366 103.9353 469982 968000 87 29 9.8114890 0.2717134 1.0958146 4.7611082 0.4583419 0.3023324 0.5679144 0.6353417 1.3257463 1.3257463 1.5021165 1.1499047 0.1945918 1093 1 0 1
1.310789 103.9364 469983 1095000 87 29 9.9119023 0.3566073 1.1459457 4.8957256 0.4299131 0.4304998 0.5900236 0.6908835 1.2562242 1.2562242 1.5959757 1.2810365 0.3290847 1093 1 0 1
1.310901 103.9374 469984 990000 87 29 10.0196802 0.3964040 1.1333631 5.0013441 0.4953869 0.4269623 0.4869084 0.6904502 1.1623138 1.1623138 1.5858510 1.3883057 0.3969980 1093 1 0 1
1.310794 103.9380 469985 870000 87 29 10.0874100 0.4524676 1.1510293 5.0768847 0.5332773 0.4016737 0.4296019 0.7196048 1.1132492 1.1132492 1.5891392 1.4636936 0.4141899 1093 1 0 1
1.266244 103.8108 98411 9600000 371 4 4.9297803 0.3113851 0.6193250 5.0011743 0.8665764 0.5481271 0.4967125 0.8571977 1.1288220 1.7854130 1.0492500 0.8307668 0.4470874 1129 0 0 1
1.266521 103.8099 98414 4500000 243 4 5.0169779 0.3438467 0.6246463 5.0999687 0.7988647 0.6190681 0.4498570 0.7524142 1.0781278 1.8596072 1.1612542 0.7810709 0.4691761 1129 0 0 1
1.266862 103.8097 98415 2900000 120 4 5.0139679 0.3257897 0.5955998 5.1043203 0.7590661 0.6116063 0.4116698 0.7453939 1.0389247 1.8508728 1.1824483 0.7420870 0.4327721 1129 0 0 1
1.266535 103.8105 98416 1500000 76 4 4.9478437 0.2979874 0.5970635 5.0269533 0.8235607 0.5555621 0.4575666 0.8264919 1.0898782 1.7957046 1.0894094 0.7917564 0.4384623 1129 0 0 1
1.266614 103.8104 98417 4680000 193 4 4.9607446 0.3003954 0.5942876 5.0424170 0.8086789 0.5654547 0.4456490 0.8098692 1.0776867 1.8059892 1.1087224 0.7796327 0.4422885 1129 0 0 1
1.267142 103.8110 98418 1919000 106 4 4.8695854 0.2113978 0.5170462 4.9576685 0.7876922 0.4713317 0.4091284 0.8919086 1.0383891 1.7119314 1.0540633 0.7410867 0.3507137 1129 0 0 1
1.267227 103.8108 98419 2550000 91 4 4.8869749 0.2150661 0.5137570 4.9780289 0.7686569 0.4861154 0.3924209 0.8712720 1.0232261 1.7264079 1.0785784 0.7255079 0.3569248 1129 0 0 1
1.351817 103.8813 534071 1445000 113 2 8.2298254 0.0354366 0.4944066 3.9669271 0.9665819 0.1637159 0.8813430 0.1742034 0.4051429 2.4434482 0.3255020 0.6771451 0.1131340 1150 0 0 1
1.352041 103.8801 534073 2750000 259 2 8.2026777 0.0191952 0.6186865 4.0333800 1.0223315 0.1650800 0.7716837 0.1659572 0.5335261 2.3852851 0.2134441 0.7146171 0.0186818 1150 0 0 1
1.352041 103.8801 534074 1185000 103 2 8.2026777 0.0191952 0.6186865 4.0333800 1.0223315 0.1650800 0.7716837 0.1659572 0.5335261 2.3852851 0.2134441 0.7146171 0.0186818 1150 0 0 1
1.351829 103.8810 534076 780000 74 2 8.2170436 0.0440378 0.5290473 3.9798121 0.9851681 0.1485580 0.8486560 0.1676005 0.4394981 2.4321130 0.2964980 0.6903029 0.0783333 1150 0 0 1
1.351829 103.8810 534077 758000 51 2 8.2170436 0.0440378 0.5290473 3.9798121 0.9851681 0.1485580 0.8486560 0.1676005 0.4394981 2.4321130 0.2964980 0.6903029 0.0783333 1150 0 0 1
1.351829 103.8810 534080 1420000 113 2 8.2170436 0.0440378 0.5290473 3.9798121 0.9851681 0.1485580 0.8486560 0.1676005 0.4394981 2.4321130 0.2964980 0.6903029 0.0783333 1150 0 0 1
1.351774 103.8813 534083 1340000 113 2 8.2254359 0.0402047 0.4948045 3.9623487 0.9705745 0.1597544 0.8799281 0.1788978 0.4040288 2.4480799 0.3282980 0.6815656 0.1138085 1150 0 0 1
1.351700 103.8812 538752 1120000 92 2 8.2143495 0.0479438 0.5045524 3.9575750 0.9823173 0.1479803 0.8689624 0.1849820 0.4111270 2.4533061 0.3258966 0.6925864 0.1066094 1150 0 0 1
1.351774 103.8813 538755 1400000 113 2 8.2254359 0.0402047 0.4948045 3.9623487 0.9705745 0.1597544 0.8799281 0.1788978 0.4040288 2.4480799 0.3282980 0.6815656 0.1138085 1150 0 0 1
1.349620 103.9591 529942 835000 97 19 14.0185590 0.2536240 0.6339597 8.1421570 1.6660170 0.3899260 0.9176638 0.4163493 0.5266271 1.4189407 1.0149447 0.4940479 0.2771343 1232 1 0 1
1.349466 103.9584 529943 820000 97 19 13.9452416 0.2017404 0.6733268 8.0667071 1.5887371 0.3389500 0.8899108 0.4330718 0.5865234 1.3703692 0.9529274 0.5398826 0.2370000 1232 1 0 1
1.348913 103.9575 529944 750000 87 19 13.8331027 0.1107123 0.6190954 7.9555058 1.4822218 0.3262193 0.7865568 0.4419195 0.6361523 1.3413886 0.8467281 0.6395960 0.1784810 1232 1 0 1
1.348682 103.9580 529945 975000 128 19 13.8622969 0.1260786 0.6748951 7.9895240 1.5246480 0.3745252 0.7958001 0.3889543 0.6817721 1.3950674 0.8578273 0.6374570 0.1457969 1232 1 0 1
1.348030 103.9582 529946 780000 92 19 13.8412872 0.1235165 0.7005794 7.9763424 1.5290433 0.4199257 0.7537238 0.3245919 0.7011608 1.4592275 0.8175488 0.6951004 0.0759318 1232 1 0 1
1.347739 103.9581 529947 750250 89 19 13.8231736 0.1263239 0.6683197 7.9612841 1.5219690 0.4006722 0.7293127 0.3057145 0.7011989 1.4809465 0.7936883 0.7256069 0.0447397 1232 1 0 1
1.346757 103.9586 529948 765000 92 19 13.8149460 0.1390365 0.5627077 7.9670045 1.5637191 0.3843179 0.6477042 0.2042735 0.7716609 1.5977590 0.7671371 0.8075922 0.0989884 1232 1 0 1
1.315001 103.8034 267951 3282200 196 1 6.3662384 0.5825402 0.9778542 7.0882314 0.2884634 0.4187137 0.5209041 0.5457255 0.8475681 0.8475681 1.8912319 1.0269413 0.2477960 1703 1 0 1
1.314652 103.8035 267954 2595900 140 1 6.3302360 0.5851219 0.9668069 7.1164883 0.2943739 0.4411490 0.5261598 0.5693897 0.8672734 0.8672734 1.8889165 1.0242209 0.2051450 1703 1 0 1
1.314623 103.8015 267955 1466100 73 1 6.5235490 0.5430303 0.7977679 6.8975456 0.4988606 0.5954330 0.7073000 0.7140459 1.0228165 1.0228165 1.6862758 0.8248679 0.3436776 1703 1 0 1

To display summary statistics of condo_resale:

summary(condo_resale)
    LATITUDE       LONGITUDE        POSTCODE      SELLING_PRICE     
 Min.   :1.240   Min.   :103.7   Min.   : 18965   Min.   :  540000  
 1st Qu.:1.309   1st Qu.:103.8   1st Qu.:259849   1st Qu.: 1100000  
 Median :1.328   Median :103.8   Median :469298   Median : 1383222  
 Mean   :1.334   Mean   :103.8   Mean   :440439   Mean   : 1751211  
 3rd Qu.:1.357   3rd Qu.:103.9   3rd Qu.:589486   3rd Qu.: 1950000  
 Max.   :1.454   Max.   :104.0   Max.   :828833   Max.   :18000000  
    AREA_SQM          AGE           PROX_CBD       PROX_CHILDCARE    
 Min.   : 34.0   Min.   : 0.00   Min.   : 0.3869   Min.   :0.004927  
 1st Qu.:103.0   1st Qu.: 5.00   1st Qu.: 5.5574   1st Qu.:0.174481  
 Median :121.0   Median :11.00   Median : 9.3567   Median :0.258135  
 Mean   :136.5   Mean   :12.14   Mean   : 9.3254   Mean   :0.326313  
 3rd Qu.:156.0   3rd Qu.:18.00   3rd Qu.:12.6661   3rd Qu.:0.368293  
 Max.   :619.0   Max.   :37.00   Max.   :19.1804   Max.   :3.465726  
 PROX_ELDERLYCARE  PROX_URA_GROWTH_AREA PROX_HAWKER_MARKET PROX_KINDERGARTEN 
 Min.   :0.05451   Min.   :0.2145       Min.   :0.05182    Min.   :0.004927  
 1st Qu.:0.61254   1st Qu.:3.1643       1st Qu.:0.55245    1st Qu.:0.276345  
 Median :0.94179   Median :4.6186       Median :0.90842    Median :0.413385  
 Mean   :1.05351   Mean   :4.5981       Mean   :1.27987    Mean   :0.458903  
 3rd Qu.:1.35122   3rd Qu.:5.7550       3rd Qu.:1.68578    3rd Qu.:0.578474  
 Max.   :3.94916   Max.   :9.1554       Max.   :5.37435    Max.   :2.229045  
    PROX_MRT         PROX_PARK       PROX_PRIMARY_SCH  PROX_TOP_PRIMARY_SCH
 Min.   :0.05278   Min.   :0.02906   Min.   :0.07711   Min.   :0.07711     
 1st Qu.:0.34646   1st Qu.:0.26211   1st Qu.:0.44024   1st Qu.:1.34451     
 Median :0.57430   Median :0.39926   Median :0.63505   Median :1.88213     
 Mean   :0.67316   Mean   :0.49802   Mean   :0.75471   Mean   :2.27347     
 3rd Qu.:0.84844   3rd Qu.:0.65592   3rd Qu.:0.95104   3rd Qu.:2.90954     
 Max.   :3.48037   Max.   :2.16105   Max.   :3.92899   Max.   :6.74819     
 PROX_SHOPPING_MALL PROX_SUPERMARKET PROX_BUS_STOP       NO_Of_UNITS    
 Min.   :0.0000     Min.   :0.0000   Min.   :0.001595   Min.   :  18.0  
 1st Qu.:0.5258     1st Qu.:0.3695   1st Qu.:0.098356   1st Qu.: 188.8  
 Median :0.9357     Median :0.5687   Median :0.151710   Median : 360.0  
 Mean   :1.0455     Mean   :0.6141   Mean   :0.193974   Mean   : 409.2  
 3rd Qu.:1.3994     3rd Qu.:0.7862   3rd Qu.:0.220466   3rd Qu.: 590.0  
 Max.   :3.4774     Max.   :2.2441   Max.   :2.476639   Max.   :1703.0  
 FAMILY_FRIENDLY     FREEHOLD      LEASEHOLD_99YR  
 Min.   :0.0000   Min.   :0.0000   Min.   :0.0000  
 1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000  
 Median :0.0000   Median :0.0000   Median :0.0000  
 Mean   :0.4868   Mean   :0.4227   Mean   :0.4882  
 3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:1.0000  
 Max.   :1.0000   Max.   :1.0000   Max.   :1.0000  

7.2 Converting an Aspatial Data Frame to an sf Object

In this step, we will:

  • Use the st_as_sf() function from the sf package to convert the aspatial data frame into a spatial (sf) object.
  • Apply st_transform() to reproject the coordinates from the WGS 84 coordinate system (CRS: 4326) to SVY21 (CRS: 3414), commonly used in Singapore.
condo_resale.sf <- st_as_sf(condo_resale,
                            coords = c("LONGITUDE", "LATITUDE"),
                            crs = 4326) %>%
  st_transform(crs = 3414)

head(condo_resale.sf)
Simple feature collection with 6 features and 21 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 22085.12 ymin: 29951.54 xmax: 41042.56 ymax: 34546.2
Projected CRS: SVY21 / Singapore TM
# A tibble: 6 × 22
  POSTCODE SELLING_PRICE AREA_SQM   AGE PROX_CBD PROX_CHILDCARE PROX_ELDERLYCARE
     <dbl>         <dbl>    <dbl> <dbl>    <dbl>          <dbl>            <dbl>
1   118635       3000000      309    30     7.94          0.166            2.52 
2   288420       3880000      290    32     6.61          0.280            1.93 
3   267833       3325000      248    33     6.90          0.429            0.502
4   258380       4250000      127     7     4.04          0.395            1.99 
5   467169       1400000      145    28    11.8           0.119            1.12 
6   466472       1320000      139    22    10.3           0.125            0.789
# ℹ 15 more variables: PROX_URA_GROWTH_AREA <dbl>, PROX_HAWKER_MARKET <dbl>,
#   PROX_KINDERGARTEN <dbl>, PROX_MRT <dbl>, PROX_PARK <dbl>,
#   PROX_PRIMARY_SCH <dbl>, PROX_TOP_PRIMARY_SCH <dbl>,
#   PROX_SHOPPING_MALL <dbl>, PROX_SUPERMARKET <dbl>, PROX_BUS_STOP <dbl>,
#   NO_Of_UNITS <dbl>, FAMILY_FRIENDLY <dbl>, FREEHOLD <dbl>,
#   LEASEHOLD_99YR <dbl>, geometry <POINT [m]>
  • The resulting output is a point-based feature data frame.

8 Exploratory Data Analysis

In the section, we will use statistical graphics functions of ggplot2 package to perform EDA.

8.1 EDA using Statistical Graphics

8.2 6.1.1 Plot Distribution

To plot the distribution of SELLING_PRICE by using histograms:

ggplot(data=condo_resale.sf, aes(x=`SELLING_PRICE`)) +
  geom_histogram(bins=20, color="black", fill="light blue")

Note

Observations:

  • A right skewed distribution.
  • This means that more condominium units were transacted at relative lower prices.
  • Statistically, the skewed distribution can be normalised by using log transformation.
condo_resale.sf <- condo_resale.sf %>%
  mutate(`LOG_SELLING_PRICE` = log(SELLING_PRICE))

ggplot(data=condo_resale.sf, aes(x=`LOG_SELLING_PRICE`)) +
  geom_histogram(bins=20, color="black", fill="light blue")

Notice that the distribution is relatively less skewed after the transformation.

8.3 Multiple Histogram Plots for Variable Distribution

In this section, we will create multiple histograms (also known as a trellis plot or small multiples) to visualize the distribution of several variables. We will use the ggarrange() function from the ggpubr package to organize these histograms into a 3-column by 4-row grid layout.

Show the code
# List of variables to plot
variables <- c("AREA_SQM", "AGE", "PROX_CBD", "PROX_CHILDCARE", 
               "PROX_ELDERLYCARE", "PROX_URA_GROWTH_AREA", 
               "PROX_HAWKER_MARKET", "PROX_KINDERGARTEN", 
               "PROX_MRT", "PROX_PARK", "PROX_PRIMARY_SCH", 
               "PROX_TOP_PRIMARY_SCH")

histograms <- lapply(variables, function(var) {
  ggplot(condo_resale.sf, aes_string(x = var)) + 
    geom_histogram(bins = 20, color = "black", fill = "lightblue")
})

ggarrange(plotlist = histograms, ncol = 3, nrow = 4)

8.4 Drawing a Statistical Point Map

In this section, we will visualize the geospatial distribution of condominium resale prices in Singapore.

  • The map will be prepared by using tmap package.
    • tmap_mode("view") to use the interactive mode of tmap
  • Then, create an interactive point symbol map
    • tm_dots() is used instead of tm_bubbles()
    • set.zoom.limits argument of tm_view() sets the minimum and maximum zoom level to 11 and 14 respectively.
  • Lastly, tmap_mode("plot") to display plot mode
Show the code
tmap_mode("view")
tmap_options(check.and.fix = TRUE)

tm_shape(mpsz_svy21)+
  tm_polygons() +
tm_shape(condo_resale.sf) +  
  tm_dots(col = "SELLING_PRICE",
          alpha = 0.6,
          style="quantile") +
  tm_view(set.zoom.limits = c(11,14))
Show the code
tmap_mode("plot")

9 Hedonic Pricing Model in R

In this section, we will build a hedonic pricing model for condominium resale units using the lm() function from base R.

9.1 Simple Linear Regression

We start by modeling SELLING_PRICE as the dependent variable and AREA_SQM as the independent variable.

condo.slr <- lm(SELLING_PRICE ~ AREA_SQM, data = condo_resale.sf)
summary(condo.slr)

Call:
lm(formula = SELLING_PRICE ~ AREA_SQM, data = condo_resale.sf)

Residuals:
     Min       1Q   Median       3Q      Max 
-3695815  -391764   -87517   258900 13503875 

Coefficients:
             Estimate Std. Error t value Pr(>|t|)    
(Intercept) -258121.1    63517.2  -4.064 5.09e-05 ***
AREA_SQM      14719.0      428.1  34.381  < 2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 942700 on 1434 degrees of freedom
Multiple R-squared:  0.4518,    Adjusted R-squared:  0.4515 
F-statistic:  1182 on 1 and 1434 DF,  p-value: < 2.2e-16
Note

Observations:

  • The model equation is:
    SELLING_PRICE = -258121.1 + 14719 * AREA_SQM
  • R-squared: 0.4518, indicating the model explains 45% of the variation in resale prices.
  • P-value: The very small p-value (< 0.0001) indicates strong evidence to reject the null hypothesis, suggesting the model is a good fit.
  • Coefficients: Both the intercept and slope have p-values < 0.001, confirming that the parameters are significant predictors.

To visualize the fit, we can plot the data and the regression line:

ggplot(data = condo_resale.sf, aes(x = AREA_SQM, y = SELLING_PRICE)) +
  geom_point() +
  geom_smooth(method = lm)

This scatterplot with a fitted regression line highlights some high-price outliers in the dataset.

9.2 Multiple Linear Regression

9.2.1 Checking for Multicollinearity

Before building a multiple regression model, it is essential to ensure that the independent variables are not highly correlated, as this can lead to multicollinearity, which compromises the model’s quality.

A correlation matrix is useful for visualizing relationships between variables. In this case, we use the corrplot package to plot a correlation matrix for the independent variables.

corrplot(cor(condo_resale[, 5:23]), diag = FALSE, order = "AOE",
         tl.pos = "td", tl.cex = 0.5, method = "number", type = "upper")

Tip

Matrix reorder is very important for mining the hiden structure and patter in the matrix. There are four methods in corrplot (parameter order), named “AOE”, “FPC”, “hclust”, “alphabet”. In the code chunk above, AOE order is used. It orders the variables by using the angular order of the eigenvectors method suggested by Michael Friendly.

Note

Observations:

  • From the matrix, we observe that Freehold and LEASE_99YEAR are highly correlated, so only Freehold will be included in the model.

9.3 Building the Multiple Linear Regression Model

We now build a hedonic pricing model using multiple linear regression. The model predicts SELLING_PRICE based on several property characteristics.

condo.mlr <- lm(SELLING_PRICE ~ AREA_SQM + AGE + 
                  PROX_CBD + PROX_CHILDCARE + PROX_ELDERLYCARE +
                  PROX_URA_GROWTH_AREA + PROX_HAWKER_MARKET + 
                  PROX_KINDERGARTEN + PROX_MRT + PROX_PARK + 
                  PROX_PRIMARY_SCH + PROX_TOP_PRIMARY_SCH + 
                  PROX_SHOPPING_MALL + PROX_SUPERMARKET + 
                  PROX_BUS_STOP + NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, 
                data = condo_resale.sf)
summary(condo.mlr)

Call:
lm(formula = SELLING_PRICE ~ AREA_SQM + AGE + PROX_CBD + PROX_CHILDCARE + 
    PROX_ELDERLYCARE + PROX_URA_GROWTH_AREA + PROX_HAWKER_MARKET + 
    PROX_KINDERGARTEN + PROX_MRT + PROX_PARK + PROX_PRIMARY_SCH + 
    PROX_TOP_PRIMARY_SCH + PROX_SHOPPING_MALL + PROX_SUPERMARKET + 
    PROX_BUS_STOP + NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, 
    data = condo_resale.sf)

Residuals:
     Min       1Q   Median       3Q      Max 
-3475964  -293923   -23069   241043 12260381 

Coefficients:
                       Estimate Std. Error t value Pr(>|t|)    
(Intercept)           481728.40  121441.01   3.967 7.65e-05 ***
AREA_SQM               12708.32     369.59  34.385  < 2e-16 ***
AGE                   -24440.82    2763.16  -8.845  < 2e-16 ***
PROX_CBD              -78669.78    6768.97 -11.622  < 2e-16 ***
PROX_CHILDCARE       -351617.91  109467.25  -3.212  0.00135 ** 
PROX_ELDERLYCARE      171029.42   42110.51   4.061 5.14e-05 ***
PROX_URA_GROWTH_AREA   38474.53   12523.57   3.072  0.00217 ** 
PROX_HAWKER_MARKET     23746.10   29299.76   0.810  0.41782    
PROX_KINDERGARTEN     147468.99   82668.87   1.784  0.07466 .  
PROX_MRT             -314599.68   57947.44  -5.429 6.66e-08 ***
PROX_PARK             563280.50   66551.68   8.464  < 2e-16 ***
PROX_PRIMARY_SCH      180186.08   65237.95   2.762  0.00582 ** 
PROX_TOP_PRIMARY_SCH    2280.04   20410.43   0.112  0.91107    
PROX_SHOPPING_MALL   -206604.06   42840.60  -4.823 1.57e-06 ***
PROX_SUPERMARKET      -44991.80   77082.64  -0.584  0.55953    
PROX_BUS_STOP         683121.35  138353.28   4.938 8.85e-07 ***
NO_Of_UNITS             -231.18      89.03  -2.597  0.00951 ** 
FAMILY_FRIENDLY       140340.77   47020.55   2.985  0.00289 ** 
FREEHOLD              359913.01   49220.22   7.312 4.38e-13 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 755800 on 1417 degrees of freedom
Multiple R-squared:  0.6518,    Adjusted R-squared:  0.6474 
F-statistic: 147.4 on 18 and 1417 DF,  p-value: < 2.2e-16
Note

Observations:

  • Significant predictors:
    • AREA_SQM (positive): Larger units have higher selling prices.
    • AGE (negative): Older units tend to sell for less.
    • PROX_CBD (negative): Proximity to the central business district reduces selling prices.
    • PROX_PARK (positive): Proximity to parks increases resale prices.
    • FREEHOLD (positive): Freehold properties sell for more than leasehold properties.
  • Non-significant predictors (p > 0.05):
    • PROX_HAWKER_MARKET, PROX_TOP_PRIMARY_SCH, PROX_SUPERMARKET show weak or no significant relationship with SELLING_PRICE.

9.4 Revising the Hedonic Pricing Model

After reviewing the initial model, we will now remove non-significant variables to improve the model. The revised multiple linear regression model is calibrated as follows:

condo.mlr1 <- lm(formula = SELLING_PRICE ~ AREA_SQM + AGE + 
                   PROX_CBD + PROX_CHILDCARE + PROX_ELDERLYCARE +
                   PROX_URA_GROWTH_AREA + PROX_MRT + PROX_PARK + 
                   PROX_PRIMARY_SCH + PROX_SHOPPING_MALL + PROX_BUS_STOP +
                   NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, 
                 data = condo_resale.sf)
ols_regress(condo.mlr1)
                                Model Summary                                 
-----------------------------------------------------------------------------
R                            0.807       RMSE                     751998.679 
R-Squared                    0.651       MSE                571471422208.592 
Adj. R-Squared               0.647       Coef. Var                    43.168 
Pred R-Squared               0.638       AIC                       42966.758 
MAE                     414819.628       SBC                       43051.072 
-----------------------------------------------------------------------------
 RMSE: Root Mean Square Error 
 MSE: Mean Square Error 
 MAE: Mean Absolute Error 
 AIC: Akaike Information Criteria 
 SBC: Schwarz Bayesian Criteria 

                                     ANOVA                                       
--------------------------------------------------------------------------------
                    Sum of                                                      
                   Squares          DF         Mean Square       F         Sig. 
--------------------------------------------------------------------------------
Regression    1.512586e+15          14        1.080418e+14    189.059    0.0000 
Residual      8.120609e+14        1421    571471422208.592                      
Total         2.324647e+15        1435                                          
--------------------------------------------------------------------------------

                                               Parameter Estimates                                                
-----------------------------------------------------------------------------------------------------------------
               model           Beta    Std. Error    Std. Beta       t        Sig           lower          upper 
-----------------------------------------------------------------------------------------------------------------
         (Intercept)     527633.222    108183.223                   4.877    0.000     315417.244     739849.200 
            AREA_SQM      12777.523       367.479        0.584     34.771    0.000      12056.663      13498.382 
                 AGE     -24687.739      2754.845       -0.167     -8.962    0.000     -30091.739     -19283.740 
            PROX_CBD     -77131.323      5763.125       -0.263    -13.384    0.000     -88436.469     -65826.176 
      PROX_CHILDCARE    -318472.751    107959.512       -0.084     -2.950    0.003    -530249.889    -106695.613 
    PROX_ELDERLYCARE     185575.623     39901.864        0.090      4.651    0.000     107302.737     263848.510 
PROX_URA_GROWTH_AREA      39163.254     11754.829        0.060      3.332    0.001      16104.571      62221.936 
            PROX_MRT    -294745.107     56916.367       -0.112     -5.179    0.000    -406394.234    -183095.980 
           PROX_PARK     570504.807     65507.029        0.150      8.709    0.000     442003.938     699005.677 
    PROX_PRIMARY_SCH     159856.136     60234.599        0.062      2.654    0.008      41697.849     278014.424 
  PROX_SHOPPING_MALL    -220947.251     36561.832       -0.115     -6.043    0.000    -292668.213    -149226.288 
       PROX_BUS_STOP     682482.221    134513.243        0.134      5.074    0.000     418616.359     946348.082 
         NO_Of_UNITS       -245.480        87.947       -0.053     -2.791    0.005       -418.000        -72.961 
     FAMILY_FRIENDLY     146307.576     46893.021        0.057      3.120    0.002      54320.593     238294.560 
            FREEHOLD     350599.812     48506.485        0.136      7.228    0.000     255447.802     445751.821 
-----------------------------------------------------------------------------------------------------------------

9.5 Publication-Ready Table with gtsummary

The gtsummary package provides an elegant way to create publication-ready regression tables. The following code generates a formatted regression report:

tbl_regression(condo.mlr1, intercept = TRUE)

Characteristic

Beta

95% CI

1

p-value

(Intercept) 527,633 315,417, 739,849 <0.001
AREA_SQM 12,778 12,057, 13,498 <0.001
AGE -24,688 -30,092, -19,284 <0.001
PROX_CBD -77,131 -88,436, -65,826 <0.001
PROX_CHILDCARE -318,473 -530,250, -106,696 0.003
PROX_ELDERLYCARE 185,576 107,303, 263,849 <0.001
PROX_URA_GROWTH_AREA 39,163 16,105, 62,222 <0.001
PROX_MRT -294,745 -406,394, -183,096 <0.001
PROX_PARK 570,505 442,004, 699,006 <0.001
PROX_PRIMARY_SCH 159,856 41,698, 278,014 0.008
PROX_SHOPPING_MALL -220,947 -292,668, -149,226 <0.001
PROX_BUS_STOP 682,482 418,616, 946,348 <0.001
NO_Of_UNITS -245 -418, -73 0.005
FAMILY_FRIENDLY 146,308 54,321, 238,295 0.002
FREEHOLD 350,600 255,448, 445,752 <0.001
1

CI = Confidence Interval

You can further enhance the report by adding model statistics using add_glance_table() or add_glance_source_note():

tbl_regression(condo.mlr1, intercept = TRUE) %>%
  add_glance_source_note(
    label = list(sigma ~ "\U03C3"),
    include = c(r.squared, adj.r.squared, AIC, statistic, p.value, sigma))

9.5.1 Checking for Multicollinearity

We can check for multicollinearity using the olsrr package’s ols_vif_tol() function:

ols_vif_tol(condo.mlr1)
              Variables Tolerance      VIF
1              AREA_SQM 0.8728554 1.145665
2                   AGE 0.7071275 1.414172
3              PROX_CBD 0.6356147 1.573280
4        PROX_CHILDCARE 0.3066019 3.261559
5      PROX_ELDERLYCARE 0.6598479 1.515501
6  PROX_URA_GROWTH_AREA 0.7510311 1.331503
7              PROX_MRT 0.5236090 1.909822
8             PROX_PARK 0.8279261 1.207837
9      PROX_PRIMARY_SCH 0.4524628 2.210126
10   PROX_SHOPPING_MALL 0.6738795 1.483945
11        PROX_BUS_STOP 0.3514118 2.845664
12          NO_Of_UNITS 0.6901036 1.449058
13      FAMILY_FRIENDLY 0.7244157 1.380423
14             FREEHOLD 0.6931163 1.442759
Note

Observations:

Since the VIF values are all below 10, there is no indication of multicollinearity among the independent variables.

9.5.2 Test for Non-Linearity

In multiple linear regression, it is important for us to test the assumption that linearity and additivity of the relationship between dependent and independent variables.

To test the linearity assumption, we use the ols_plot_resid_fit() function.

ols_plot_resid_fit(condo.mlr1)

Note

Observations:

Most points are scattered around the 0 line, hence we can safely conclude that the relationships between the dependent variable and independent variables are linear.

9.5.3 Test for Normality Assumption

We can assess the normality of residuals with a histogram:

ols_plot_resid_hist(condo.mlr1)

The residuals appear normally distributed. For a formal test, we can use ols_test_normality():

ols_test_normality(condo.mlr1)
-----------------------------------------------
       Test             Statistic       pvalue  
-----------------------------------------------
Shapiro-Wilk              0.6856         0.0000 
Kolmogorov-Smirnov        0.1366         0.0000 
Cramer-von Mises         121.0768        0.0000 
Anderson-Darling         67.9551         0.0000 
-----------------------------------------------
Note

Observations:

The summary table above reveals that the p-values of the four tests are way smaller than the alpha value of 0.05. Hence we will reject the null hypothesis and infer that there is statistical evidence that the residual are not normally distributed.

9.5.4 Testing for Spatial Autocorrelation

Since the hedonic model involves geographically referenced data, it is important to visualize the residuals and test for spatial autocorrelation.

First, we export the residuals from the hedonic pricing model into a data frame.

mlr.output <- as.data.frame(condo.mlr1$residuals)

Next, we join the residuals with the condo_resale.sf spatial data frame:

condo_resale.res.sf <- cbind(condo_resale.sf, condo.mlr1$residuals) %>%
  rename(MLR_RES = condo.mlr1.residuals)

We convert the condo_resale.res.sf from an sf object to a SpatialPointsDataFrame for use with the spdep package:

condo_resale.sp <- as_Spatial(condo_resale.res.sf)
condo_resale.sp
class       : SpatialPointsDataFrame 
features    : 1436 
extent      : 14940.85, 43352.45, 24765.67, 48382.81  (xmin, xmax, ymin, ymax)
crs         : +proj=tmerc +lat_0=1.36666666666667 +lon_0=103.833333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +ellps=WGS84 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs 
variables   : 23
names       : POSTCODE, SELLING_PRICE, AREA_SQM, AGE,    PROX_CBD, PROX_CHILDCARE, PROX_ELDERLYCARE, PROX_URA_GROWTH_AREA, PROX_HAWKER_MARKET, PROX_KINDERGARTEN,    PROX_MRT,   PROX_PARK, PROX_PRIMARY_SCH, PROX_TOP_PRIMARY_SCH, PROX_SHOPPING_MALL, ... 
min values  :    18965,        540000,       34,   0, 0.386916393,    0.004927023,      0.054508623,          0.214539508,        0.051817113,       0.004927023, 0.052779424, 0.029064164,      0.077106132,          0.077106132,                  0, ... 
max values  :   828833,       1.8e+07,      619,  37, 19.18042832,     3.46572633,      3.949157205,           9.15540001,        5.374348075,       2.229045366,  3.48037319,  2.16104919,      3.928989144,          6.748192062,        3.477433767, ... 

Using tmap, we visualize the spatial distribution of the residuals:

tmap_mode("view")

tm_shape(mpsz_svy21) +
  tmap_options(check.and.fix = TRUE) +
  tm_polygons(alpha = 0.4) +
tm_shape(condo_resale.res.sf) +  
  tm_dots(col = "MLR_RES", alpha = 0.6, style = "quantile") +
  tm_view(set.zoom.limits = c(11, 14))
tmap_mode("plot")
Note

Observations:

The figure above reveal that there is sign of spatial autocorrelation.

To formally test for spatial autocorrelation using Moran’s I Test, we first compute a distance-based weight matrix:

nb <- dnearneigh(coordinates(condo_resale.sp), 0, 1500, longlat = FALSE)
summary(nb)
Neighbour list object:
Number of regions: 1436 
Number of nonzero links: 66266 
Percentage nonzero weights: 3.213526 
Average number of links: 46.14624 
10 disjoint connected subgraphs
Link number distribution:

  1   3   5   7   9  10  11  12  13  14  15  16  17  18  19  20  21  22  23  24 
  3   3   9   4   3  15  10  19  17  45  19   5  14  29  19   6  35  45  18  47 
 25  26  27  28  29  30  31  32  33  34  35  36  37  38  39  40  41  42  43  44 
 16  43  22  26  21  11   9  23  22  13  16  25  21  37  16  18   8  21   4  12 
 45  46  47  48  49  50  51  52  53  54  55  56  57  58  59  60  61  62  63  64 
  8  36  18  14  14  43  11  12   8  13  12  13   4   5   6  12  11  20  29  33 
 65  66  67  68  69  70  71  72  73  74  75  76  77  78  79  80  81  82  83  84 
 15  20  10  14  15  15  11  16  12  10   8  19  12  14   9   8   4  13  11   6 
 85  86  87  88  89  90  91  92  93  94  95  96  97  98  99 100 101 102 103 104 
  4   9   4   4   4   6   2  16   9   4   5   9   3   9   4   2   1   2   1   1 
105 106 107 108 109 110 112 116 125 
  1   5   9   2   1   3   1   1   1 
3 least connected regions:
193 194 277 with 1 link
1 most connected region:
285 with 125 links

Convert the neighbor list into spatial weights:

nb_lw <- nb2listw(nb, style = 'W')
summary(nb_lw)
Characteristics of weights list object:
Neighbour list object:
Number of regions: 1436 
Number of nonzero links: 66266 
Percentage nonzero weights: 3.213526 
Average number of links: 46.14624 
10 disjoint connected subgraphs
Link number distribution:

  1   3   5   7   9  10  11  12  13  14  15  16  17  18  19  20  21  22  23  24 
  3   3   9   4   3  15  10  19  17  45  19   5  14  29  19   6  35  45  18  47 
 25  26  27  28  29  30  31  32  33  34  35  36  37  38  39  40  41  42  43  44 
 16  43  22  26  21  11   9  23  22  13  16  25  21  37  16  18   8  21   4  12 
 45  46  47  48  49  50  51  52  53  54  55  56  57  58  59  60  61  62  63  64 
  8  36  18  14  14  43  11  12   8  13  12  13   4   5   6  12  11  20  29  33 
 65  66  67  68  69  70  71  72  73  74  75  76  77  78  79  80  81  82  83  84 
 15  20  10  14  15  15  11  16  12  10   8  19  12  14   9   8   4  13  11   6 
 85  86  87  88  89  90  91  92  93  94  95  96  97  98  99 100 101 102 103 104 
  4   9   4   4   4   6   2  16   9   4   5   9   3   9   4   2   1   2   1   1 
105 106 107 108 109 110 112 116 125 
  1   5   9   2   1   3   1   1   1 
3 least connected regions:
193 194 277 with 1 link
1 most connected region:
285 with 125 links

Weights style: W 
Weights constants summary:
     n      nn   S0       S1       S2
W 1436 2062096 1436 94.81916 5798.341

Finally, perform Moran’s I test on the model residuals:

lm.morantest(condo.mlr1, nb_lw)

    Global Moran I for regression residuals

data:  
model: lm(formula = SELLING_PRICE ~ AREA_SQM + AGE + PROX_CBD +
PROX_CHILDCARE + PROX_ELDERLYCARE + PROX_URA_GROWTH_AREA + PROX_MRT +
PROX_PARK + PROX_PRIMARY_SCH + PROX_SHOPPING_MALL + PROX_BUS_STOP +
NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, data = condo_resale.sf)
weights: nb_lw

Moran I statistic standard deviate = 24.366, p-value < 2.2e-16
alternative hypothesis: greater
sample estimates:
Observed Moran I      Expectation         Variance 
    1.438876e-01    -5.487594e-03     3.758259e-05 
Note

Observations:

  • P-value: The p-value is extremely small (< 0.05), leading us to reject the null hypothesis that residuals are randomly distributed.
  • Observed Moran’s I: The value of 0.1424418 (greater than 0) indicates that residuals show a clustered pattern, confirming the presence of spatial autocorrelation.

10 Building Hedonic Pricing Models using GWmodel

In this section, we will model hedonic pricing using both fixed and adaptive bandwidth schemes.

10.1 Building Fixed Bandwidth GWR Model

10.1.1 Computing Fixed Bandwidth

We use the bw.gwr() function from the GWModel package to determine the optimal fixed bandwidth for the model.

Setting adaptive = FALSE ensures that we are calculating a fixed bandwidth. There are two possible approaches for determining the stopping rule: CV cross-validation and AICc. In this case, we use the cross-validation approach (approach = "CV").

bw.fixed <- bw.gwr(formula = SELLING_PRICE ~ AREA_SQM + AGE + PROX_CBD + 
                     PROX_CHILDCARE + PROX_ELDERLYCARE + PROX_URA_GROWTH_AREA + 
                     PROX_MRT + PROX_PARK + PROX_PRIMARY_SCH + 
                     PROX_SHOPPING_MALL + PROX_BUS_STOP + NO_Of_UNITS + 
                     FAMILY_FRIENDLY + FREEHOLD, 
                   data = condo_resale.sp, 
                   approach = "CV", 
                   kernel = "gaussian", 
                   adaptive = FALSE, 
                   longlat = FALSE)
Fixed bandwidth: 17660.96 CV score: 8.259118e+14 
Fixed bandwidth: 10917.26 CV score: 7.970454e+14 
Fixed bandwidth: 6749.419 CV score: 7.273273e+14 
Fixed bandwidth: 4173.553 CV score: 6.300006e+14 
Fixed bandwidth: 2581.58 CV score: 5.404958e+14 
Fixed bandwidth: 1597.687 CV score: 4.857515e+14 
Fixed bandwidth: 989.6077 CV score: 4.722431e+14 
Fixed bandwidth: 613.7939 CV score: 1.379526e+16 
Fixed bandwidth: 1221.873 CV score: 4.778717e+14 
Fixed bandwidth: 846.0596 CV score: 4.791629e+14 
Fixed bandwidth: 1078.325 CV score: 4.751406e+14 
Fixed bandwidth: 934.7772 CV score: 4.72518e+14 
Fixed bandwidth: 1023.495 CV score: 4.730305e+14 
Fixed bandwidth: 968.6643 CV score: 4.721317e+14 
Fixed bandwidth: 955.7206 CV score: 4.722072e+14 
Fixed bandwidth: 976.6639 CV score: 4.721387e+14 
Fixed bandwidth: 963.7202 CV score: 4.721484e+14 
Fixed bandwidth: 971.7199 CV score: 4.721293e+14 
Fixed bandwidth: 973.6083 CV score: 4.721309e+14 
Fixed bandwidth: 970.5527 CV score: 4.721295e+14 
Fixed bandwidth: 972.4412 CV score: 4.721296e+14 
Fixed bandwidth: 971.2741 CV score: 4.721292e+14 
Fixed bandwidth: 970.9985 CV score: 4.721293e+14 
Fixed bandwidth: 971.4443 CV score: 4.721292e+14 
Fixed bandwidth: 971.5496 CV score: 4.721293e+14 
Fixed bandwidth: 971.3793 CV score: 4.721292e+14 
Fixed bandwidth: 971.3391 CV score: 4.721292e+14 
Fixed bandwidth: 971.3143 CV score: 4.721292e+14 
Fixed bandwidth: 971.3545 CV score: 4.721292e+14 
Fixed bandwidth: 971.3296 CV score: 4.721292e+14 
Fixed bandwidth: 971.345 CV score: 4.721292e+14 
Fixed bandwidth: 971.3355 CV score: 4.721292e+14 
Fixed bandwidth: 971.3413 CV score: 4.721292e+14 
Fixed bandwidth: 971.3377 CV score: 4.721292e+14 
Fixed bandwidth: 971.34 CV score: 4.721292e+14 
Fixed bandwidth: 971.3405 CV score: 4.721292e+14 
Fixed bandwidth: 971.3396 CV score: 4.721292e+14 
Fixed bandwidth: 971.3402 CV score: 4.721292e+14 
Fixed bandwidth: 971.3398 CV score: 4.721292e+14 
Fixed bandwidth: 971.34 CV score: 4.721292e+14 
Fixed bandwidth: 971.3399 CV score: 4.721292e+14 
Fixed bandwidth: 971.34 CV score: 4.721292e+14 

The recommended bandwidth is 971.34 meters.

Note

Quiz Answer:
The bandwidth is in meters because the model is using projected coordinates, SVY21, where distances are measured in meters.

10.1.2 GWModel Method - Fixed Bandwidth

We can now calibrate the GWR model using a fixed bandwidth and a Gaussian kernel with the following code:

gwr.fixed <- gwr.basic(formula = SELLING_PRICE ~ AREA_SQM + AGE + PROX_CBD + 
                         PROX_CHILDCARE + PROX_ELDERLYCARE + PROX_URA_GROWTH_AREA + 
                         PROX_MRT + PROX_PARK + PROX_PRIMARY_SCH + 
                         PROX_SHOPPING_MALL + PROX_BUS_STOP + NO_Of_UNITS + 
                         FAMILY_FRIENDLY + FREEHOLD, 
                       data = condo_resale.sp, 
                       bw = bw.fixed, 
                       kernel = 'gaussian', 
                       longlat = FALSE)
gwr.fixed
   ***********************************************************************
   *                       Package   GWmodel                             *
   ***********************************************************************
   Program starts at: 2024-10-14 19:42:25.089058 
   Call:
   gwr.basic(formula = SELLING_PRICE ~ AREA_SQM + AGE + PROX_CBD + 
    PROX_CHILDCARE + PROX_ELDERLYCARE + PROX_URA_GROWTH_AREA + 
    PROX_MRT + PROX_PARK + PROX_PRIMARY_SCH + PROX_SHOPPING_MALL + 
    PROX_BUS_STOP + NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, 
    data = condo_resale.sp, bw = bw.fixed, kernel = "gaussian", 
    longlat = FALSE)

   Dependent (y) variable:  SELLING_PRICE
   Independent variables:  AREA_SQM AGE PROX_CBD PROX_CHILDCARE PROX_ELDERLYCARE PROX_URA_GROWTH_AREA PROX_MRT PROX_PARK PROX_PRIMARY_SCH PROX_SHOPPING_MALL PROX_BUS_STOP NO_Of_UNITS FAMILY_FRIENDLY FREEHOLD
   Number of data points: 1436
   ***********************************************************************
   *                    Results of Global Regression                     *
   ***********************************************************************

   Call:
    lm(formula = formula, data = data)

   Residuals:
     Min       1Q   Median       3Q      Max 
-3470778  -298119   -23481   248917 12234210 

   Coefficients:
                          Estimate Std. Error t value Pr(>|t|)    
   (Intercept)           527633.22  108183.22   4.877 1.20e-06 ***
   AREA_SQM               12777.52     367.48  34.771  < 2e-16 ***
   AGE                   -24687.74    2754.84  -8.962  < 2e-16 ***
   PROX_CBD              -77131.32    5763.12 -13.384  < 2e-16 ***
   PROX_CHILDCARE       -318472.75  107959.51  -2.950 0.003231 ** 
   PROX_ELDERLYCARE      185575.62   39901.86   4.651 3.61e-06 ***
   PROX_URA_GROWTH_AREA   39163.25   11754.83   3.332 0.000885 ***
   PROX_MRT             -294745.11   56916.37  -5.179 2.56e-07 ***
   PROX_PARK             570504.81   65507.03   8.709  < 2e-16 ***
   PROX_PRIMARY_SCH      159856.14   60234.60   2.654 0.008046 ** 
   PROX_SHOPPING_MALL   -220947.25   36561.83  -6.043 1.93e-09 ***
   PROX_BUS_STOP         682482.22  134513.24   5.074 4.42e-07 ***
   NO_Of_UNITS             -245.48      87.95  -2.791 0.005321 ** 
   FAMILY_FRIENDLY       146307.58   46893.02   3.120 0.001845 ** 
   FREEHOLD              350599.81   48506.48   7.228 7.98e-13 ***

   ---Significance stars
   Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 
   Residual standard error: 756000 on 1421 degrees of freedom
   Multiple R-squared: 0.6507
   Adjusted R-squared: 0.6472 
   F-statistic: 189.1 on 14 and 1421 DF,  p-value: < 2.2e-16 
   ***Extra Diagnostic information
   Residual sum of squares: 8.120609e+14
   Sigma(hat): 752522.9
   AIC:  42966.76
   AICc:  42967.14
   BIC:  41731.39
   ***********************************************************************
   *          Results of Geographically Weighted Regression              *
   ***********************************************************************

   *********************Model calibration information*********************
   Kernel function: gaussian 
   Fixed bandwidth: 971.34 
   Regression points: the same locations as observations are used.
   Distance metric: Euclidean distance metric is used.

   ****************Summary of GWR coefficient estimates:******************
                               Min.     1st Qu.      Median     3rd Qu.
   Intercept            -3.5988e+07 -5.1998e+05  7.6780e+05  1.7412e+06
   AREA_SQM              1.0003e+03  5.2758e+03  7.4740e+03  1.2301e+04
   AGE                  -1.3475e+05 -2.0813e+04 -8.6260e+03 -3.7784e+03
   PROX_CBD             -7.7047e+07 -2.3608e+05 -8.3599e+04  3.4646e+04
   PROX_CHILDCARE       -6.0097e+06 -3.3667e+05 -9.7426e+04  2.9007e+05
   PROX_ELDERLYCARE     -3.5001e+06 -1.5970e+05  3.1970e+04  1.9577e+05
   PROX_URA_GROWTH_AREA -3.0170e+06 -8.2013e+04  7.0749e+04  2.2612e+05
   PROX_MRT             -3.5282e+06 -6.5836e+05 -1.8833e+05  3.6922e+04
   PROX_PARK            -1.2062e+06 -2.1732e+05  3.5383e+04  4.1335e+05
   PROX_PRIMARY_SCH     -2.2695e+07 -1.7066e+05  4.8472e+04  5.1555e+05
   PROX_SHOPPING_MALL   -7.2585e+06 -1.6684e+05 -1.0517e+04  1.5923e+05
   PROX_BUS_STOP        -1.4676e+06 -4.5207e+04  3.7601e+05  1.1664e+06
   NO_Of_UNITS          -1.3170e+03 -2.4822e+02 -3.0846e+01  2.5496e+02
   FAMILY_FRIENDLY      -2.2749e+06 -1.1140e+05  7.6214e+03  1.6107e+05
   FREEHOLD             -9.2067e+06  3.8074e+04  1.5169e+05  3.7528e+05
                             Max.
   Intercept            112794435
   AREA_SQM                 21575
   AGE                     434203
   PROX_CBD               2704604
   PROX_CHILDCARE         1654086
   PROX_ELDERLYCARE      38867861
   PROX_URA_GROWTH_AREA  78515805
   PROX_MRT               3124325
   PROX_PARK             18122439
   PROX_PRIMARY_SCH       4637517
   PROX_SHOPPING_MALL     1529953
   PROX_BUS_STOP         11342209
   NO_Of_UNITS              12907
   FAMILY_FRIENDLY        1720745
   FREEHOLD               6073642
   ************************Diagnostic information*************************
   Number of data points: 1436 
   Effective number of parameters (2trace(S) - trace(S'S)): 438.3807 
   Effective degrees of freedom (n-2trace(S) + trace(S'S)): 997.6193 
   AICc (GWR book, Fotheringham, et al. 2002, p. 61, eq 2.33): 42263.61 
   AIC (GWR book, Fotheringham, et al. 2002,GWR p. 96, eq. 4.22): 41632.36 
   BIC (GWR book, Fotheringham, et al. 2002,GWR p. 61, eq. 2.34): 42515.71 
   Residual sum of squares: 2.534069e+14 
   R-square value:  0.8909912 
   Adjusted R-square value:  0.8430418 

   ***********************************************************************
   Program stops at: 2024-10-14 19:42:26.316667 
Note

Observations:

The AICc for this fixed bandwidth GWR model is 42263.61, which is lower than the global multiple linear regression model (AICc = 42967.1), indicating a better fit.

10.2 Building Adaptive Bandwidth GWR Model

10.2.1 Computing the Adaptive Bandwidth

To compute the adaptive bandwidth, we set adaptive = TRUE in the bw.gwr() function:

bw.adaptive <- bw.gwr(formula = SELLING_PRICE ~ AREA_SQM + AGE + 
                        PROX_CBD + PROX_CHILDCARE + PROX_ELDERLYCARE + 
                        PROX_URA_GROWTH_AREA + PROX_MRT + PROX_PARK + 
                        PROX_PRIMARY_SCH + PROX_SHOPPING_MALL + PROX_BUS_STOP + 
                        NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, 
                      data = condo_resale.sp, 
                      approach = "CV", 
                      kernel = "gaussian", 
                      adaptive = TRUE, 
                      longlat = FALSE)
Adaptive bandwidth: 895 CV score: 7.952401e+14 
Adaptive bandwidth: 561 CV score: 7.667364e+14 
Adaptive bandwidth: 354 CV score: 6.953454e+14 
Adaptive bandwidth: 226 CV score: 6.15223e+14 
Adaptive bandwidth: 147 CV score: 5.674373e+14 
Adaptive bandwidth: 98 CV score: 5.426745e+14 
Adaptive bandwidth: 68 CV score: 5.168117e+14 
Adaptive bandwidth: 49 CV score: 4.859631e+14 
Adaptive bandwidth: 37 CV score: 4.646518e+14 
Adaptive bandwidth: 30 CV score: 4.422088e+14 
Adaptive bandwidth: 25 CV score: 4.430816e+14 
Adaptive bandwidth: 32 CV score: 4.505602e+14 
Adaptive bandwidth: 27 CV score: 4.462172e+14 
Adaptive bandwidth: 30 CV score: 4.422088e+14 
Note

Observations:

The result suggests using 30 data points for the adaptive bandwidth.

10.2.2 Constructing the Adaptive Bandwidth GWR Model

We can now calibrate the GWR model with the adaptive bandwidth:

gwr.adaptive <- gwr.basic(formula = SELLING_PRICE ~ AREA_SQM + AGE + 
                            PROX_CBD + PROX_CHILDCARE + PROX_ELDERLYCARE + 
                            PROX_URA_GROWTH_AREA + PROX_MRT + PROX_PARK + 
                            PROX_PRIMARY_SCH + PROX_SHOPPING_MALL + PROX_BUS_STOP + 
                            NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, 
                          data = condo_resale.sp, 
                          bw = bw.adaptive, 
                          kernel = 'gaussian', 
                          adaptive = TRUE, 
                          longlat = FALSE)
gwr.adaptive
   ***********************************************************************
   *                       Package   GWmodel                             *
   ***********************************************************************
   Program starts at: 2024-10-14 19:42:35.458291 
   Call:
   gwr.basic(formula = SELLING_PRICE ~ AREA_SQM + AGE + PROX_CBD + 
    PROX_CHILDCARE + PROX_ELDERLYCARE + PROX_URA_GROWTH_AREA + 
    PROX_MRT + PROX_PARK + PROX_PRIMARY_SCH + PROX_SHOPPING_MALL + 
    PROX_BUS_STOP + NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, 
    data = condo_resale.sp, bw = bw.adaptive, kernel = "gaussian", 
    adaptive = TRUE, longlat = FALSE)

   Dependent (y) variable:  SELLING_PRICE
   Independent variables:  AREA_SQM AGE PROX_CBD PROX_CHILDCARE PROX_ELDERLYCARE PROX_URA_GROWTH_AREA PROX_MRT PROX_PARK PROX_PRIMARY_SCH PROX_SHOPPING_MALL PROX_BUS_STOP NO_Of_UNITS FAMILY_FRIENDLY FREEHOLD
   Number of data points: 1436
   ***********************************************************************
   *                    Results of Global Regression                     *
   ***********************************************************************

   Call:
    lm(formula = formula, data = data)

   Residuals:
     Min       1Q   Median       3Q      Max 
-3470778  -298119   -23481   248917 12234210 

   Coefficients:
                          Estimate Std. Error t value Pr(>|t|)    
   (Intercept)           527633.22  108183.22   4.877 1.20e-06 ***
   AREA_SQM               12777.52     367.48  34.771  < 2e-16 ***
   AGE                   -24687.74    2754.84  -8.962  < 2e-16 ***
   PROX_CBD              -77131.32    5763.12 -13.384  < 2e-16 ***
   PROX_CHILDCARE       -318472.75  107959.51  -2.950 0.003231 ** 
   PROX_ELDERLYCARE      185575.62   39901.86   4.651 3.61e-06 ***
   PROX_URA_GROWTH_AREA   39163.25   11754.83   3.332 0.000885 ***
   PROX_MRT             -294745.11   56916.37  -5.179 2.56e-07 ***
   PROX_PARK             570504.81   65507.03   8.709  < 2e-16 ***
   PROX_PRIMARY_SCH      159856.14   60234.60   2.654 0.008046 ** 
   PROX_SHOPPING_MALL   -220947.25   36561.83  -6.043 1.93e-09 ***
   PROX_BUS_STOP         682482.22  134513.24   5.074 4.42e-07 ***
   NO_Of_UNITS             -245.48      87.95  -2.791 0.005321 ** 
   FAMILY_FRIENDLY       146307.58   46893.02   3.120 0.001845 ** 
   FREEHOLD              350599.81   48506.48   7.228 7.98e-13 ***

   ---Significance stars
   Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 
   Residual standard error: 756000 on 1421 degrees of freedom
   Multiple R-squared: 0.6507
   Adjusted R-squared: 0.6472 
   F-statistic: 189.1 on 14 and 1421 DF,  p-value: < 2.2e-16 
   ***Extra Diagnostic information
   Residual sum of squares: 8.120609e+14
   Sigma(hat): 752522.9
   AIC:  42966.76
   AICc:  42967.14
   BIC:  41731.39
   ***********************************************************************
   *          Results of Geographically Weighted Regression              *
   ***********************************************************************

   *********************Model calibration information*********************
   Kernel function: gaussian 
   Adaptive bandwidth: 30 (number of nearest neighbours)
   Regression points: the same locations as observations are used.
   Distance metric: Euclidean distance metric is used.

   ****************Summary of GWR coefficient estimates:******************
                               Min.     1st Qu.      Median     3rd Qu.
   Intercept            -1.3487e+08 -2.4669e+05  7.7928e+05  1.6194e+06
   AREA_SQM              3.3188e+03  5.6285e+03  7.7825e+03  1.2738e+04
   AGE                  -9.6746e+04 -2.9288e+04 -1.4043e+04 -5.6119e+03
   PROX_CBD             -2.5330e+06 -1.6256e+05 -7.7242e+04  2.6624e+03
   PROX_CHILDCARE       -1.2790e+06 -2.0175e+05  8.7158e+03  3.7778e+05
   PROX_ELDERLYCARE     -1.6212e+06 -9.2050e+04  6.1029e+04  2.8184e+05
   PROX_URA_GROWTH_AREA -7.2686e+06 -3.0350e+04  4.5869e+04  2.4613e+05
   PROX_MRT             -4.3781e+07 -6.7282e+05 -2.2115e+05 -7.4593e+04
   PROX_PARK            -2.9020e+06 -1.6782e+05  1.1601e+05  4.6572e+05
   PROX_PRIMARY_SCH     -8.6418e+05 -1.6627e+05 -7.7853e+03  4.3222e+05
   PROX_SHOPPING_MALL   -1.8272e+06 -1.3175e+05 -1.4049e+04  1.3799e+05
   PROX_BUS_STOP        -2.0579e+06 -7.1461e+04  4.1104e+05  1.2071e+06
   NO_Of_UNITS          -2.1993e+03 -2.3685e+02 -3.4699e+01  1.1657e+02
   FAMILY_FRIENDLY      -5.9879e+05 -5.0927e+04  2.6173e+04  2.2481e+05
   FREEHOLD             -1.6340e+05  4.0765e+04  1.9023e+05  3.7960e+05
                            Max.
   Intercept            18758355
   AREA_SQM                23064
   AGE                     13303
   PROX_CBD             11346650
   PROX_CHILDCARE        2892127
   PROX_ELDERLYCARE      2465671
   PROX_URA_GROWTH_AREA  7384059
   PROX_MRT              1186242
   PROX_PARK             2588497
   PROX_PRIMARY_SCH      3381462
   PROX_SHOPPING_MALL   38038564
   PROX_BUS_STOP        12081592
   NO_Of_UNITS              1010
   FAMILY_FRIENDLY       2072414
   FREEHOLD              1813995
   ************************Diagnostic information*************************
   Number of data points: 1436 
   Effective number of parameters (2trace(S) - trace(S'S)): 350.3088 
   Effective degrees of freedom (n-2trace(S) + trace(S'S)): 1085.691 
   AICc (GWR book, Fotheringham, et al. 2002, p. 61, eq 2.33): 41982.22 
   AIC (GWR book, Fotheringham, et al. 2002,GWR p. 96, eq. 4.22): 41546.74 
   BIC (GWR book, Fotheringham, et al. 2002,GWR p. 61, eq. 2.34): 41914.08 
   Residual sum of squares: 2.528227e+14 
   R-square value:  0.8912425 
   Adjusted R-square value:  0.8561185 

   ***********************************************************************
   Program stops at: 2024-10-14 19:42:36.782109 
Note

Observations:

The AICc for the adaptive bandwidth GWR model is 41982.22, which is even lower than the fixed bandwidth GWR model (AICc = 42263.61), indicating an improved model fit.

10.3 Visualizing GWR Output

The output from GWR includes fields for observed and predicted values, residuals, local R², condition numbers, and explanatory variable coefficients:

  • Condition Number: Identifies areas with strong local collinearity. Values over 30 may indicate unreliable results.
  • Local R²: Indicates how well the local model fits the observed values (ranges between 0.0 and 1.0). Mapping this can reveal where the model predicts well or poorly.
  • Predicted Values: The estimated y values (fitted) by GWR.
  • Residuals: Difference between observed and predicted values. Standardized residuals should have a mean of zero and a standard deviation of 1.
  • Coefficient Standard Error: Measures the reliability of coefficient estimates. Smaller standard errors relative to coefficients indicate greater confidence in estimates.

These fields are stored in the SDF object from the GWR output, which is a SpatialPointsDataFrame or SpatialPolygonsDataFrame.

10.4 Converting SDF to sf Data Frame

We first convert the SDF into an sf data frame for visualization:

condo_resale.sf.adaptive <- st_as_sf(gwr.adaptive$SDF) %>%
  st_transform(crs = 3414)

condo_resale.sf.adaptive.svy21 <- st_transform(condo_resale.sf.adaptive, 3414)
condo_resale.sf.adaptive.svy21  
Simple feature collection with 1436 features and 51 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 14940.85 ymin: 24765.67 xmax: 43352.45 ymax: 48382.81
Projected CRS: SVY21 / Singapore TM
First 10 features:
    Intercept  AREA_SQM        AGE  PROX_CBD PROX_CHILDCARE PROX_ELDERLYCARE
1   2050011.7  9561.892  -9514.634 -120681.9      319266.92       -393417.79
2   1633128.2 16576.853 -58185.479 -149434.2      441102.18        325188.74
3   3433608.2 13091.861 -26707.386 -259397.8     -120116.82        535855.81
4    234358.9 20730.601 -93308.988 2426853.7      480825.28        314783.72
5   2285804.9  6722.836 -17608.018 -316835.5       90764.78       -137384.61
6  -3568877.4  6039.581 -26535.592  327306.1     -152531.19       -700392.85
7  -2874842.4 16843.575 -59166.727 -983577.2     -177810.50       -122384.02
8   2038086.0  6905.135 -17681.897 -285076.6       70259.40        -96012.78
9   1718478.4  9580.703 -14401.128  105803.4     -657698.02       -123276.00
10  3457054.0 14072.011 -31579.884 -234895.4       79961.45        548581.04
   PROX_URA_GROWTH_AREA    PROX_MRT  PROX_PARK PROX_PRIMARY_SCH
1            -159980.20  -299742.96 -172104.47        242668.03
2            -142290.39 -2510522.23  523379.72       1106830.66
3            -253621.21  -936853.28  209099.85        571462.33
4           -2679297.89 -2039479.50 -759153.26       3127477.21
5             303714.81   -44567.05  -10284.62         30413.56
6             -28051.25   733566.47 1511488.92        320878.23
7            1397676.38 -2745430.34  710114.74       1786570.95
8             269368.71   -14552.99   73533.34         53359.73
9            -361974.72  -476785.32 -132067.59        -40128.92
10           -150024.38 -1503835.53  574155.47        108996.67
   PROX_SHOPPING_MALL PROX_BUS_STOP  NO_Of_UNITS FAMILY_FRIENDLY  FREEHOLD
1          300881.390     1210615.4  104.8290640       -9075.370  303955.6
2          -87693.378     1843587.2 -288.3441183      310074.664  396221.3
3         -126732.712     1411924.9   -9.5532945        5949.746  168821.7
4          -29593.342     7225577.5 -161.3551620     1556178.531 1212515.6
5           -7490.586      677577.0   42.2659674       58986.951  328175.2
6          258583.881     1086012.6 -214.3671271      201992.641  471873.1
7         -384251.210     5094060.5   -0.9212521      359659.512  408871.9
8          -39634.902      735767.1   30.1741069       55602.506  347075.0
9          276718.757     2815772.4  675.1615559      -30453.297  503872.8
10        -454726.822     2123557.0  -21.3044311     -100935.586  213324.6
         y    yhat    residual CV_Score Stud_residual Intercept_SE AREA_SQM_SE
1  3000000 2886532   113468.16        0    0.38207013     516105.5    823.2860
2  3880000 3466801   413198.52        0    1.01433140     488083.5    825.2380
3  3325000 3616527  -291527.20        0   -0.83780678     963711.4    988.2240
4  4250000 5435482 -1185481.63        0   -2.84614670     444185.5    617.4007
5  1400000 1388166    11834.26        0    0.03404453    2119620.6   1376.2778
6  1320000 1516702  -196701.95        0   -0.72065801   28572883.7   2348.0091
7  3410000 3266881   143118.77        0    0.41291992     679546.6    893.5893
8  1420000 1431955   -11955.27        0   -0.03033109    2217773.1   1415.2604
9  2025000 1832799   192200.83        0    0.52018109     814281.8    943.8434
10 2550000 2223364   326635.53        0    1.10559735    2410252.0   1271.4073
      AGE_SE PROX_CBD_SE PROX_CHILDCARE_SE PROX_ELDERLYCARE_SE
1   5889.782    37411.22          319111.1           120633.34
2   6226.916    23615.06          299705.3            84546.69
3   6510.236    56103.77          349128.5           129687.07
4   6010.511   469337.41          304965.2           127150.69
5   8180.361   410644.47          698720.6           327371.55
6  14601.909  5272846.47         1141599.8          1653002.19
7   8970.629   346164.20          530101.1           148598.71
8   8661.309   438035.69          742532.8           399221.05
9  11791.208    89148.35          704630.7           329683.30
10  9941.980   173532.77          500976.2           281876.74
   PROX_URA_GROWTH_AREA_SE PROX_MRT_SE PROX_PARK_SE PROX_PRIMARY_SCH_SE
1                 56207.39    185181.3     205499.6            152400.7
2                 76956.50    281133.9     229358.7            165150.7
3                 95774.60    275483.7     314124.3            196662.6
4                470762.12    279877.1     227249.4            240878.9
5                474339.56    363830.0     364580.9            249087.7
6               5496627.21    730453.2    1741712.0            683265.5
7                371692.97    375511.9     297400.9            344602.8
8                517977.91    423155.4     440984.4            261251.2
9                153436.22    285325.4     304998.4            278258.5
10               239182.57    571355.7     599131.8            331284.8
   PROX_SHOPPING_MALL_SE PROX_BUS_STOP_SE NO_Of_UNITS_SE FAMILY_FRIENDLY_SE
1               109268.8         600668.6       218.1258           131474.7
2                98906.8         410222.1       208.9410           114989.1
3               119913.3         464156.7       210.9828           146607.2
4               177104.1         562810.8       361.7767           108726.6
5               301032.9         740922.4       299.5034           160663.7
6              2931208.6        1418333.3       602.5571           331727.0
7               249969.5         821236.4       532.1978           129241.2
8               351634.0         775038.4       338.6777           171895.1
9               289872.7         850095.5       439.9037           220223.4
10              265529.7         631399.2       259.0169           189125.5
   FREEHOLD_SE Intercept_TV AREA_SQM_TV     AGE_TV PROX_CBD_TV
1     115954.0    3.9720784   11.614302  -1.615447 -3.22582173
2     130110.0    3.3460017   20.087361  -9.344188 -6.32792021
3     141031.5    3.5629010   13.247868  -4.102368 -4.62353528
4     138239.1    0.5276150   33.577223 -15.524302  5.17080808
5     210641.1    1.0784029    4.884795  -2.152474 -0.77155660
6     374347.3   -0.1249043    2.572214  -1.817269  0.06207388
7     182216.9   -4.2305303   18.849348  -6.595605 -2.84136028
8     216649.4    0.9189786    4.879056  -2.041481 -0.65080678
9     220473.7    2.1104224   10.150733  -1.221345  1.18682383
10    206346.2    1.4343123   11.068059  -3.176418 -1.35360852
   PROX_CHILDCARE_TV PROX_ELDERLYCARE_TV PROX_URA_GROWTH_AREA_TV PROX_MRT_TV
1         1.00048819          -3.2612693            -2.846248368 -1.61864578
2         1.47178634           3.8462625            -1.848971738 -8.92998600
3        -0.34404755           4.1319138            -2.648105057 -3.40075727
4         1.57665606           2.4756745            -5.691404992 -7.28705261
5         0.12990138          -0.4196596             0.640289855 -0.12249416
6        -0.13361179          -0.4237096            -0.005103357  1.00426206
7        -0.33542751          -0.8235874             3.760298131 -7.31116712
8         0.09462126          -0.2405003             0.520038994 -0.03439159
9        -0.93339393          -0.3739225            -2.359121712 -1.67102293
10        0.15961128           1.9461735            -0.627237944 -2.63204802
   PROX_PARK_TV PROX_PRIMARY_SCH_TV PROX_SHOPPING_MALL_TV PROX_BUS_STOP_TV
1   -0.83749312           1.5923022            2.75358842        2.0154464
2    2.28192684           6.7019454           -0.88662640        4.4941192
3    0.66565951           2.9058009           -1.05686949        3.0419145
4   -3.34061770          12.9836105           -0.16709578       12.8383775
5   -0.02820944           0.1220998           -0.02488294        0.9145046
6    0.86781794           0.4696245            0.08821750        0.7656963
7    2.38773567           5.1844351           -1.53719231        6.2029165
8    0.16674816           0.2042469           -0.11271635        0.9493299
9   -0.43301073          -0.1442145            0.95462153        3.3123012
10   0.95831249           0.3290120           -1.71252687        3.3632555
   NO_Of_UNITS_TV FAMILY_FRIENDLY_TV FREEHOLD_TV  Local_R2
1     0.480589953        -0.06902748    2.621347 0.8846744
2    -1.380026395         2.69655779    3.045280 0.8899773
3    -0.045279967         0.04058290    1.197050 0.8947007
4    -0.446007570        14.31276425    8.771149 0.9073605
5     0.141120178         0.36714544    1.557983 0.9510057
6    -0.355762335         0.60891234    1.260522 0.9247586
7    -0.001731033         2.78285441    2.243875 0.8310458
8     0.089093858         0.32346758    1.602012 0.9463936
9     1.534793921        -0.13828365    2.285410 0.8380365
10   -0.082251138        -0.53369623    1.033819 0.9080753
                    geometry
1  POINT (22085.12 29951.54)
2   POINT (25656.84 34546.2)
3   POINT (23963.99 32890.8)
4  POINT (27044.28 32319.77)
5  POINT (41042.56 33743.64)
6   POINT (39717.04 32943.1)
7   POINT (28419.1 33513.37)
8  POINT (40763.57 33879.61)
9  POINT (23595.63 28884.78)
10 POINT (24586.56 33194.31)
gwr.adaptive.output <- as.data.frame(gwr.adaptive$SDF)
condo_resale.sf.adaptive <- cbind(condo_resale.res.sf, as.matrix(gwr.adaptive.output))

We can check the contents using glimpse and summary:

glimpse(condo_resale.sf.adaptive)
Rows: 1,436
Columns: 77
$ POSTCODE                <dbl> 118635, 288420, 267833, 258380, 467169, 466472…
$ SELLING_PRICE           <dbl> 3000000, 3880000, 3325000, 4250000, 1400000, 1…
$ AREA_SQM                <dbl> 309, 290, 248, 127, 145, 139, 218, 141, 165, 1…
$ AGE                     <dbl> 30, 32, 33, 7, 28, 22, 24, 24, 27, 31, 17, 22,…
$ PROX_CBD                <dbl> 7.941259, 6.609797, 6.898000, 4.038861, 11.783…
$ PROX_CHILDCARE          <dbl> 0.16597932, 0.28027246, 0.42922669, 0.39473543…
$ PROX_ELDERLYCARE        <dbl> 2.5198118, 1.9333338, 0.5021395, 1.9910316, 1.…
$ PROX_URA_GROWTH_AREA    <dbl> 6.618741, 7.505109, 6.463887, 4.906512, 6.4106…
$ PROX_HAWKER_MARKET      <dbl> 1.76542207, 0.54507614, 0.37789301, 1.68259969…
$ PROX_KINDERGARTEN       <dbl> 0.05835552, 0.61592412, 0.14120309, 0.38200076…
$ PROX_MRT                <dbl> 0.5607188, 0.6584461, 0.3053433, 0.6910183, 0.…
$ PROX_PARK               <dbl> 1.1710446, 0.1992269, 0.2779886, 0.9832843, 0.…
$ PROX_PRIMARY_SCH        <dbl> 1.6340256, 0.9747834, 1.4715016, 1.4546324, 0.…
$ PROX_TOP_PRIMARY_SCH    <dbl> 3.3273195, 0.9747834, 1.4715016, 2.3006394, 0.…
$ PROX_SHOPPING_MALL      <dbl> 2.2102717, 2.9374279, 1.2256850, 0.3525671, 1.…
$ PROX_SUPERMARKET        <dbl> 0.9103958, 0.5900617, 0.4135583, 0.4162219, 0.…
$ PROX_BUS_STOP           <dbl> 0.10336166, 0.28673408, 0.28504777, 0.29872340…
$ NO_Of_UNITS             <dbl> 18, 20, 27, 30, 30, 31, 32, 32, 32, 32, 34, 34…
$ FAMILY_FRIENDLY         <dbl> 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0…
$ FREEHOLD                <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1…
$ LEASEHOLD_99YR          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
$ LOG_SELLING_PRICE       <dbl> 14.91412, 15.17135, 15.01698, 15.26243, 14.151…
$ MLR_RES                 <dbl> -1489099.55, 415494.57, 194129.69, 1088992.71,…
$ Intercept               <dbl> 2050011.67, 1633128.24, 3433608.17, 234358.91,…
$ AREA_SQM.1              <dbl> 9561.892, 16576.853, 13091.861, 20730.601, 672…
$ AGE.1                   <dbl> -9514.634, -58185.479, -26707.386, -93308.988,…
$ PROX_CBD.1              <dbl> -120681.94, -149434.22, -259397.77, 2426853.66…
$ PROX_CHILDCARE.1        <dbl> 319266.925, 441102.177, -120116.816, 480825.28…
$ PROX_ELDERLYCARE.1      <dbl> -393417.795, 325188.741, 535855.806, 314783.72…
$ PROX_URA_GROWTH_AREA.1  <dbl> -159980.203, -142290.389, -253621.206, -267929…
$ PROX_MRT.1              <dbl> -299742.96, -2510522.23, -936853.28, -2039479.…
$ PROX_PARK.1             <dbl> -172104.47, 523379.72, 209099.85, -759153.26, …
$ PROX_PRIMARY_SCH.1      <dbl> 242668.03, 1106830.66, 571462.33, 3127477.21, …
$ PROX_SHOPPING_MALL.1    <dbl> 300881.390, -87693.378, -126732.712, -29593.34…
$ PROX_BUS_STOP.1         <dbl> 1210615.44, 1843587.22, 1411924.90, 7225577.51…
$ NO_Of_UNITS.1           <dbl> 104.8290640, -288.3441183, -9.5532945, -161.35…
$ FAMILY_FRIENDLY.1       <dbl> -9075.370, 310074.664, 5949.746, 1556178.531, …
$ FREEHOLD.1              <dbl> 303955.61, 396221.27, 168821.75, 1212515.58, 3…
$ y                       <dbl> 3000000, 3880000, 3325000, 4250000, 1400000, 1…
$ yhat                    <dbl> 2886531.8, 3466801.5, 3616527.2, 5435481.6, 13…
$ residual                <dbl> 113468.16, 413198.52, -291527.20, -1185481.63,…
$ CV_Score                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
$ Stud_residual           <dbl> 0.38207013, 1.01433140, -0.83780678, -2.846146…
$ Intercept_SE            <dbl> 516105.5, 488083.5, 963711.4, 444185.5, 211962…
$ AREA_SQM_SE             <dbl> 823.2860, 825.2380, 988.2240, 617.4007, 1376.2…
$ AGE_SE                  <dbl> 5889.782, 6226.916, 6510.236, 6010.511, 8180.3…
$ PROX_CBD_SE             <dbl> 37411.22, 23615.06, 56103.77, 469337.41, 41064…
$ PROX_CHILDCARE_SE       <dbl> 319111.1, 299705.3, 349128.5, 304965.2, 698720…
$ PROX_ELDERLYCARE_SE     <dbl> 120633.34, 84546.69, 129687.07, 127150.69, 327…
$ PROX_URA_GROWTH_AREA_SE <dbl> 56207.39, 76956.50, 95774.60, 470762.12, 47433…
$ PROX_MRT_SE             <dbl> 185181.3, 281133.9, 275483.7, 279877.1, 363830…
$ PROX_PARK_SE            <dbl> 205499.6, 229358.7, 314124.3, 227249.4, 364580…
$ PROX_PRIMARY_SCH_SE     <dbl> 152400.7, 165150.7, 196662.6, 240878.9, 249087…
$ PROX_SHOPPING_MALL_SE   <dbl> 109268.8, 98906.8, 119913.3, 177104.1, 301032.…
$ PROX_BUS_STOP_SE        <dbl> 600668.6, 410222.1, 464156.7, 562810.8, 740922…
$ NO_Of_UNITS_SE          <dbl> 218.1258, 208.9410, 210.9828, 361.7767, 299.50…
$ FAMILY_FRIENDLY_SE      <dbl> 131474.73, 114989.07, 146607.22, 108726.62, 16…
$ FREEHOLD_SE             <dbl> 115954.0, 130110.0, 141031.5, 138239.1, 210641…
$ Intercept_TV            <dbl> 3.9720784, 3.3460017, 3.5629010, 0.5276150, 1.…
$ AREA_SQM_TV             <dbl> 11.614302, 20.087361, 13.247868, 33.577223, 4.…
$ AGE_TV                  <dbl> -1.6154474, -9.3441881, -4.1023685, -15.524301…
$ PROX_CBD_TV             <dbl> -3.22582173, -6.32792021, -4.62353528, 5.17080…
$ PROX_CHILDCARE_TV       <dbl> 1.000488185, 1.471786337, -0.344047555, 1.5766…
$ PROX_ELDERLYCARE_TV     <dbl> -3.26126929, 3.84626245, 4.13191383, 2.4756745…
$ PROX_URA_GROWTH_AREA_TV <dbl> -2.846248368, -1.848971738, -2.648105057, -5.6…
$ PROX_MRT_TV             <dbl> -1.61864578, -8.92998600, -3.40075727, -7.2870…
$ PROX_PARK_TV            <dbl> -0.83749312, 2.28192684, 0.66565951, -3.340617…
$ PROX_PRIMARY_SCH_TV     <dbl> 1.59230221, 6.70194543, 2.90580089, 12.9836104…
$ PROX_SHOPPING_MALL_TV   <dbl> 2.753588422, -0.886626400, -1.056869486, -0.16…
$ PROX_BUS_STOP_TV        <dbl> 2.0154464, 4.4941192, 3.0419145, 12.8383775, 0…
$ NO_Of_UNITS_TV          <dbl> 0.480589953, -1.380026395, -0.045279967, -0.44…
$ FAMILY_FRIENDLY_TV      <dbl> -0.06902748, 2.69655779, 0.04058290, 14.312764…
$ FREEHOLD_TV             <dbl> 2.6213469, 3.0452799, 1.1970499, 8.7711485, 1.…
$ Local_R2                <dbl> 0.8846744, 0.8899773, 0.8947007, 0.9073605, 0.…
$ coords.x1               <dbl> 22085.12, 25656.84, 23963.99, 27044.28, 41042.…
$ coords.x2               <dbl> 29951.54, 34546.20, 32890.80, 32319.77, 33743.…
$ geometry                <POINT [m]> POINT (22085.12 29951.54), POINT (25656.…
summary(gwr.adaptive$SDF$yhat)
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
  171347  1102001  1385528  1751842  1982307 13887901 

10.5 Visualizing Local R2

The following code creates an interactive map showing local R2 values:

tmap_mode("view")

tm_shape(mpsz_svy21) +
  tm_polygons(alpha = 0.1) +
tm_shape(condo_resale.sf.adaptive) +  
  tm_dots(col = "Local_R2", border.col = "gray60", border.lwd = 1) +
  tm_view(set.zoom.limits = c(11, 14))
tmap_mode("plot")

10.6 Visualizing Coefficient Estimates

We can visualize the standard errors and t-values of the AREA_SQM coefficient using the code below:

tmap_mode("view")

AREA_SQM_SE <- tm_shape(mpsz_svy21) +
  tm_polygons(alpha = 0.1) +
tm_shape(condo_resale.sf.adaptive) +  
  tm_dots(col = "AREA_SQM_SE", border.col = "gray60", border.lwd = 1) +
  tm_view(set.zoom.limits = c(11, 14))

AREA_SQM_TV <- tm_shape(mpsz_svy21) +
  tm_polygons(alpha = 0.1) +
tm_shape(condo_resale.sf.adaptive) +  
  tm_dots(col = "AREA_SQM_TV", border.col = "gray60", border.lwd = 1) +
  tm_view(set.zoom.limits = c(11, 14))

tmap_arrange(AREA_SQM_SE, AREA_SQM_TV, asp = 1, ncol = 2, sync = TRUE)
tmap_mode("plot")

10.6.1 By URA Planning Region

tm_shape(mpsz_svy21[mpsz_svy21$REGION_N == "CENTRAL REGION", ]) +
  tm_polygons() +
tm_shape(condo_resale.sf.adaptive) + 
  tm_bubbles(col = "Local_R2", size = 0.15, border.col = "gray60", border.lwd = 1)